library(tidyr)
library(dplyr)
##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
library(stringr)
library(ggplot2)
library(reticulate)
import pandas as pd
import numpy as np
import seaborn as sns
import matplotlib.pyplot as plt
df = read.csv("~/Downloads/DEV _ March Madness.csv")
head(df)
## Season Short.Conference.Name Adjusted.Temo Adjusted.Tempo.Rank Raw.Tempo
## 1 2025 ACC 65.9 256 66.7
## 2 2015 SEC 62.4 274 63.8
## 3 2021 WCC 73.8 7 74.3
## 4 2024 BE 64.6 330 66.0
## 5 2025 SEC 67.8 147 69.1
## 6 2025 B12 61.4 360 62.3
## Raw.Tempo.Rank Adjusted.Offensive.Efficiency
## 1 253 128.1
## 2 242 121.3
## 3 14 126.4
## 4 305 127.5
## 5 121 128.8
## 6 360 123.6
## Adjusted.Offensive.Efficiency.Rank Raw.Offensive.Efficiency
## 1 2 124.6
## 2 6 115.5
## 3 1 121.9
## 4 1 123.0
## 5 1 121.5
## 6 10 117.1
## Raw.Offensive.Efficiency.Rank Adjusted.Defensive.Efficiency
## 1 1 90.1
## 2 9 84.4
## 3 1 89.9
## 4 1 91.1
## 5 2 93.2
## 6 16 88.2
## Adjusted.Defensive.Efficiency.Rank Raw.Defensive.Efficiency
## 1 4 92.9
## 2 1 84.7
## 3 11 93.4
## 4 4 96.4
## 5 12 100.4
## 6 2 91.8
## Raw.Defensive.Efficiency.Rank Avg.Possession.Length..Offense.
## 1 3 17.0
## 2 1 17.7
## 3 17 14.4
## 4 9 18.6
## 5 49 17.2
## 6 1 19.4
## Avg.Possession.Length..Offense..Rank Avg.Possession.Length..Defense.
## 1 97 19.1
## 2 98 19.6
## 3 3 18.0
## 4 305 17.5
## 5 123 17.7
## 6 342 18.8
## Avg.Possession.Length..Defense..Rank eFGPct RankeFGPct TOPct RankTOPct
## 1 363 57.44898 5 14.36282 18
## 2 327 51.51160 75 16.25290 32
## 3 299 61.01781 1 16.12793 40
## 4 183 56.90748 7 14.49968 36
## 5 197 55.94636 23 13.46983 7
## 6 358 52.76058 89 14.69939 25
## ORPct RankORPct FTRate RankFTRate OffFT RankOffFT Off2PtFG
## 1 35.42260 32 31.68367 207 17.78021 257 45.63709
## 2 39.50120 8 43.86050 31 23.62070 45 55.37930
## 3 30.07064 102 35.72519 66 17.62281 214 57.64342
## 4 36.69797 12 31.93916 202 17.26044 270 51.41278
## 5 34.59062 44 33.35020 170 18.17172 231 48.85270
## 6 36.49374 13 28.43137 315 16.56467 310 50.99959
## RankOff2PtFG Off3PtFG RankOff3PtFG DefFT RankDefFT Def2PtFG RankDef2PtFG
## 1 300 36.58269 59 17.22956 287 50.02447 167
## 2 54 21.00000 326 20.91600 161 54.29650 57
## 3 26 24.73377 312 15.91928 287 54.88789 45
## 4 153 31.32678 149 20.26814 110 52.05047 124
## 5 197 32.97557 131 23.48451 15 51.18994 115
## 6 133 32.43574 152 21.46570 51 43.13929 347
## Def3PtFG RankDef3PtFG Tempo RankTempo AdjTempo RankAdjTempo OE RankOE
## 1 32.74596 127 66.6705 253 66.0774 256 124.568 1
## 2 24.78750 301 63.7517 242 62.4233 274 115.452 9
## 3 29.19283 227 74.3411 14 73.7515 7 121.917 1
## 4 27.68139 277 66.0359 305 64.6331 330 123.036 1
## 5 25.32555 348 69.0824 122 67.8881 147 121.500 2
## 6 35.39501 49 62.3037 360 61.5377 360 117.137 16
## AdjOE RankAdjOE DE RankDE AdjDE RankAdjDE AdjEM RankAdjEM
## 1 128.100 2 92.9295 3 90.0132 4 38.0870 1
## 2 121.305 6 84.6617 1 84.3933 1 36.9118 1
## 3 126.433 1 93.4015 17 89.9493 11 36.4833 1
## 4 127.524 1 96.3938 9 91.0982 4 36.4262 1
## 5 128.734 1 100.4000 49 93.1660 12 35.5678 2
## 6 123.506 10 91.7694 1 88.1109 2 35.3956 3
## FG2Pct RankFG2Pct FG3Pct RankFG3Pct FTPct RankFTPct BlockPct
## 1 58.13953 8 37.74011 20 78.42190 18 10.499577
## 2 51.21170 53 34.87970 145 72.64050 59 18.163300
## 3 63.89947 1 36.80982 45 73.07692 97 6.907137
## 4 59.11017 4 35.75184 72 74.33862 84 14.192283
## 5 56.26598 30 36.98630 35 74.50683 101 16.584158
## 6 49.13522 261 39.78979 4 73.68421 123 16.159496
## RankBlockPct OppFG2Pct RankOppFG2Pct OppFG3Pct RankOppFG3Pct OppFTPct
## 1 110 43.26842 3 31.01530 39 71.98364
## 2 2 39.11560 2 27.08980 1 66.02090
## 3 262 46.96853 76 32.73002 112 70.29703
## 4 13 43.16547 4 31.24166 37 72.49647
## 5 4 47.02970 40 29.28349 5 72.73992
## 6 6 43.54669 4 30.96862 36 70.84048
## RankOppFTPct OppBlockPct RankOppBlockPct FG3Rate RankFG3Rate OppFG3Rate
## 1 174 9.674419 214 45.15306 55 37.84211
## 2 28 5.994900 3 27.06980 325 30.52930
## 3 143 6.778370 26 33.18066 275 33.72330
## 4 221 8.333333 102 40.17744 103 32.87972
## 5 222 7.502131 34 40.63765 138 34.62783
## 6 117 6.525157 6 34.36533 296 43.47568
## RankOppFG3Rate ARate RankARate OppARate RankOppARate StlRate
## 1 142 58.28989 50 51.63488 181 0.10453951
## 2 71 54.97020 136 40.13330 2 0.10080000
## 3 67 55.60704 79 45.47648 47 0.10640248
## 4 44 63.55140 5 44.74273 41 0.09313111
## 5 46 55.48589 93 40.36939 7 0.10091113
## 6 315 44.94382 329 56.23053 289 0.12694928
## RankStlRate OppStlRate RankOppStlRate DFP NSTRate RankNSTRate OppNSTRate
## 1 113 0.08135901 26 NA 6.226919 43 7.272314
## 2 107 0.07250000 12 NA NA NA NA
## 3 57 0.08168694 90 NA 7.959240 33 8.671383
## 4 172 0.08101649 54 NA 6.398031 46 6.700897
## 5 142 0.08784674 86 NA 4.685160 2 7.298037
## 6 24 0.07826948 16 NA 6.872442 111 9.115531
## RankOppNSTRate AvgHeight RankAvgHeight CenterHeight RankCenterHeight PFHeight
## 1 212 79.77 1 2.67 10 1.49
## 2 NA 79.28 1 3.00 5 3.89
## 3 275 78.11 29 0.83 79 0.47
## 4 300 78.42 23 2.47 10 0.59
## 5 211 78.42 27 1.11 67 0.53
## 6 24 76.84 238 -1.39 304 0.23
## RankPFHeight SFHeight RankSFHeight SGHeight RankSGHeight PGHeight
## 1 37 1.46 30 2.68 2 4.52
## 2 1 2.88 3 3.30 2 0.00
## 3 103 0.69 88 1.77 28 2.21
## 4 105 0.39 125 1.16 49 1.83
## 5 112 1.44 31 2.01 12 0.98
## 6 141 -0.71 280 -0.19 204 0.24
## RankPGHeight EffectiveHeight RankEffectiveHeight Experience RankExperience
## 1 1 2.08 10 1.94716 129
## 2 183 6.89 1 0.73000 346
## 3 22 0.65 82 1.54000 247
## 4 39 1.53 24 2.43106 68
## 5 88 0.82 75 2.79421 25
## 6 165 -0.58 257 2.64489 41
## Bench BenchRank CenterPts RankCenterPts PFPts RankPFPts SFPts RankSFPts SGPts
## 1 31.01 187 15.35 313 27.53 10 22.69 80 15.98
## 2 39.90 27 19.66 147 23.57 55 18.78 250 22.66
## 3 24.27 311 25.77 31 21.49 94 16.72 267 17.33
## 4 28.14 242 22.54 73 18.97 214 20.91 135 21.40
## 5 33.94 106 20.84 120 20.99 128 18.59 218 19.08
## 6 29.54 232 15.39 312 18.78 211 18.83 212 21.40
## RankSGPts PGPts RankPGPts CenterOR RankCenterOR PFOR RankPFOR SFOR RankSFOR
## 1 329 18.42 235 49.19 15 17.94 326 10.76 318
## 2 99 15.33 300 33.72 193 34.47 53 20.03 115
## 3 270 18.63 219 39.47 116 19.89 293 6.54 338
## 4 121 16.13 307 33.13 242 18.66 309 20.29 101
## 5 250 20.49 160 45.88 23 30.35 97 12.95 277
## 6 138 25.61 40 45.83 24 26.88 166 9.60 337
## SGOR RankSGOR PGOR RankPGOR CenterDR RankCenterDR PFDR RankPFDR SFDR
## 1 12.68 123 9.37 138 25.41 196 27.08 65 14.05
## 2 5.69 329 6.08 259 27.92 96 30.08 17 18.01
## 3 22.61 12 11.41 66 23.99 228 18.56 307 13.28
## 4 13.83 99 14.05 42 25.88 175 17.21 338 20.98
## 5 5.43 334 5.35 311 29.95 77 24.60 135 16.65
## 6 13.03 114 4.66 332 26.42 162 20.80 263 17.49
## RankSFDR SGDR RankSGDR PGDR RankPGDR Net.Rating Net.Rating.Rank
## 1 345 19.73 64 13.70 213 38.0 1
## 2 232 13.00 305 10.99 311 36.9 2
## 3 332 24.63 12 19.49 20 36.5 3
## 4 111 20.55 41 15.33 126 36.4 4
## 5 270 16.18 185 12.60 273 35.6 5
## 6 232 23.22 12 12.06 298 35.4 6
## Mapped.Conference.Name Mapped.ESPN.Team.Name Current.Coach
## 1 Atlantic Coast Conference (ACC) Duke Jon Scheyer
## 2 Southeastern Conference (SEC) Kentucky Mark Pope
## 3 West Coast Conference (WCC) Gonzaga Mark Few
## 4 Big East Conference UConn Dan Hurley
## 5 Southeastern Conference (SEC) Auburn Bruce Pearl
## 6 Big 12 Conference Houston Kelvin Sampson
## Full.Team.Name Since Active.Coaching.Length Active.Coaching.Length.Index
## 1 Duke Blue Devils 202223 2 years 3
## 2 Kentucky Wildcats 202425 0 years 1
## 3 Gonzaga Bulldogs 199900 25 years 26
## 4 UConn Huskies 201819 6 years 7
## 5 Auburn Tigers 201415 10 years 11
## 6 Houston Cougars 201415 10 years 11
## Seed Region
## 1 Not In a Post-Season Tournament Not In a Post-Season Tournament
## 2 1 Midwest
## 3 1 West
## 4 1 East
## 5 Not In a Post-Season Tournament Not In a Post-Season Tournament
## 6 Not In a Post-Season Tournament Not In a Post-Season Tournament
## Post.Season.Tournament Post.Season.Tournament.Sorting.Index
## 1 Not In a Post-Season Tournament 5
## 2 March Madness 1
## 3 March Madness 1
## 4 March Madness 1
## 5 Not In a Post-Season Tournament 5
## 6 Not In a Post-Season Tournament 5
## Top.12.in.AP.Top.25.During.Week.6.
## 1 Yes
## 2 Yes
## 3 Yes
## 4 Yes
## 5 Yes
## 6 No
colnames(df)
## [1] "Season"
## [2] "Short.Conference.Name"
## [3] "Adjusted.Temo"
## [4] "Adjusted.Tempo.Rank"
## [5] "Raw.Tempo"
## [6] "Raw.Tempo.Rank"
## [7] "Adjusted.Offensive.Efficiency"
## [8] "Adjusted.Offensive.Efficiency.Rank"
## [9] "Raw.Offensive.Efficiency"
## [10] "Raw.Offensive.Efficiency.Rank"
## [11] "Adjusted.Defensive.Efficiency"
## [12] "Adjusted.Defensive.Efficiency.Rank"
## [13] "Raw.Defensive.Efficiency"
## [14] "Raw.Defensive.Efficiency.Rank"
## [15] "Avg.Possession.Length..Offense."
## [16] "Avg.Possession.Length..Offense..Rank"
## [17] "Avg.Possession.Length..Defense."
## [18] "Avg.Possession.Length..Defense..Rank"
## [19] "eFGPct"
## [20] "RankeFGPct"
## [21] "TOPct"
## [22] "RankTOPct"
## [23] "ORPct"
## [24] "RankORPct"
## [25] "FTRate"
## [26] "RankFTRate"
## [27] "OffFT"
## [28] "RankOffFT"
## [29] "Off2PtFG"
## [30] "RankOff2PtFG"
## [31] "Off3PtFG"
## [32] "RankOff3PtFG"
## [33] "DefFT"
## [34] "RankDefFT"
## [35] "Def2PtFG"
## [36] "RankDef2PtFG"
## [37] "Def3PtFG"
## [38] "RankDef3PtFG"
## [39] "Tempo"
## [40] "RankTempo"
## [41] "AdjTempo"
## [42] "RankAdjTempo"
## [43] "OE"
## [44] "RankOE"
## [45] "AdjOE"
## [46] "RankAdjOE"
## [47] "DE"
## [48] "RankDE"
## [49] "AdjDE"
## [50] "RankAdjDE"
## [51] "AdjEM"
## [52] "RankAdjEM"
## [53] "FG2Pct"
## [54] "RankFG2Pct"
## [55] "FG3Pct"
## [56] "RankFG3Pct"
## [57] "FTPct"
## [58] "RankFTPct"
## [59] "BlockPct"
## [60] "RankBlockPct"
## [61] "OppFG2Pct"
## [62] "RankOppFG2Pct"
## [63] "OppFG3Pct"
## [64] "RankOppFG3Pct"
## [65] "OppFTPct"
## [66] "RankOppFTPct"
## [67] "OppBlockPct"
## [68] "RankOppBlockPct"
## [69] "FG3Rate"
## [70] "RankFG3Rate"
## [71] "OppFG3Rate"
## [72] "RankOppFG3Rate"
## [73] "ARate"
## [74] "RankARate"
## [75] "OppARate"
## [76] "RankOppARate"
## [77] "StlRate"
## [78] "RankStlRate"
## [79] "OppStlRate"
## [80] "RankOppStlRate"
## [81] "DFP"
## [82] "NSTRate"
## [83] "RankNSTRate"
## [84] "OppNSTRate"
## [85] "RankOppNSTRate"
## [86] "AvgHeight"
## [87] "RankAvgHeight"
## [88] "CenterHeight"
## [89] "RankCenterHeight"
## [90] "PFHeight"
## [91] "RankPFHeight"
## [92] "SFHeight"
## [93] "RankSFHeight"
## [94] "SGHeight"
## [95] "RankSGHeight"
## [96] "PGHeight"
## [97] "RankPGHeight"
## [98] "EffectiveHeight"
## [99] "RankEffectiveHeight"
## [100] "Experience"
## [101] "RankExperience"
## [102] "Bench"
## [103] "BenchRank"
## [104] "CenterPts"
## [105] "RankCenterPts"
## [106] "PFPts"
## [107] "RankPFPts"
## [108] "SFPts"
## [109] "RankSFPts"
## [110] "SGPts"
## [111] "RankSGPts"
## [112] "PGPts"
## [113] "RankPGPts"
## [114] "CenterOR"
## [115] "RankCenterOR"
## [116] "PFOR"
## [117] "RankPFOR"
## [118] "SFOR"
## [119] "RankSFOR"
## [120] "SGOR"
## [121] "RankSGOR"
## [122] "PGOR"
## [123] "RankPGOR"
## [124] "CenterDR"
## [125] "RankCenterDR"
## [126] "PFDR"
## [127] "RankPFDR"
## [128] "SFDR"
## [129] "RankSFDR"
## [130] "SGDR"
## [131] "RankSGDR"
## [132] "PGDR"
## [133] "RankPGDR"
## [134] "Net.Rating"
## [135] "Net.Rating.Rank"
## [136] "Mapped.Conference.Name"
## [137] "Mapped.ESPN.Team.Name"
## [138] "Current.Coach"
## [139] "Full.Team.Name"
## [140] "Since"
## [141] "Active.Coaching.Length"
## [142] "Active.Coaching.Length.Index"
## [143] "Seed"
## [144] "Region"
## [145] "Post.Season.Tournament"
## [146] "Post.Season.Tournament.Sorting.Index"
## [147] "Top.12.in.AP.Top.25.During.Week.6."
print(sorted(r.df.Season.unique()))
## [np.int32(2002), np.int32(2003), np.int32(2004), np.int32(2005), np.int32(2006), np.int32(2007), np.int32(2008), np.int32(2009), np.int32(2010), np.int32(2011), np.int32(2012), np.int32(2013), np.int32(2014), np.int32(2015), np.int32(2016), np.int32(2017), np.int32(2018), np.int32(2019), np.int32(2020), np.int32(2021), np.int32(2022), np.int32(2023), np.int32(2024), np.int32(2025)]
r.df['Full.Team.Name'].nunique()
## 365
fig = plt.figure()
ax = fig.add_subplot()
ax.hist(r.df.AdjTempo,edgecolor='black',color='blue')
plt.show()
ggplot(df %>% filter(AvgHeight > 0), aes(x=AvgHeight,y=eFGPct)) + geom_point(aes(color=Tempo)) + geom_smooth()
## `geom_smooth()` using method = 'gam' and formula = 'y ~ s(x, bs = "cs")'
ggplot(df %>% filter(Tempo > 0) %>% group_by(Season) %>% summarise(avgTempo = mean(Tempo,na.rm=T))) + geom_line(aes(x=Season,y=avgTempo)) + geom_smooth(aes(x=Season,y=avgTempo))
## `geom_smooth()` using method = 'loess' and formula = 'y ~ x'
fig = plt.figure()
ax = fig.add_subplot()
ax.boxplot(r.df[r.df['Active.Coaching.Length.Index'] > 0]['Active.Coaching.Length.Index'])
## {'whiskers': [<matplotlib.lines.Line2D object at 0x1225f4b90>, <matplotlib.lines.Line2D object at 0x1225f4cd0>], 'caps': [<matplotlib.lines.Line2D object at 0x1225f4e10>, <matplotlib.lines.Line2D object at 0x1225f4f50>], 'boxes': [<matplotlib.lines.Line2D object at 0x1225f4a50>], 'medians': [<matplotlib.lines.Line2D object at 0x1225f5090>], 'fliers': [<matplotlib.lines.Line2D object at 0x1225f51d0>], 'means': []}
plt.show()
df %>% filter(Active.Coaching.Length.Index > 0) %>% arrange(desc(Active.Coaching.Length.Index)) %>% head(1) %>% select(Current.Coach,Active.Coaching.Length,Full.Team.Name)
## Current.Coach Active.Coaching.Length Full.Team.Name
## 1 Greg Kampe 40 years Oakland Golden Grizzlies
df$Seed = sapply(df$Seed,function(r){
if (r == 'Not In a Post-Season Tournament') {
return(0)
} else {
return(r)
}
})
df$Seed = as.integer(df$Seed)
str(select(df,Seed))
## 'data.frame': 8315 obs. of 1 variable:
## $ Seed: int 0 1 1 1 0 0 1 0 1 1 ...
df %>% group_by(Mapped.ESPN.Team.Name) %>% filter(Seed > 0) %>% summarise(avgSeed = mean(Seed,na.rm=T),seasons = n()) %>% filter(seasons >= mean(seasons,na.rm=T),avgSeed > 0) %>% arrange(avgSeed) %>% head(10)
## # A tibble: 10 × 3
## Mapped.ESPN.Team.Name avgSeed seasons
## <chr> <dbl> <int>
## 1 Kansas 2 22
## 2 Duke 2.24 21
## 3 North Carolina 3.1 20
## 4 Kentucky 3.76 21
## 5 Virginia 3.78 18
## 6 Baylor 3.8 15
## 7 Georgetown 4 14
## 8 Louisville 4.06 17
## 9 Ohio State 4.17 18
## 10 UConn 4.18 17
df %>% group_by(Mapped.ESPN.Team.Name) %>% filter(Seed > 0) %>% summarise(avgSeed = mean(Seed,na.rm=T),seasons = n()) %>% filter(seasons >= mean(seasons,na.rm=T),avgSeed > 0) %>% arrange(desc(avgSeed)) %>% head(10)
## # A tibble: 10 × 3
## Mapped.ESPN.Team.Name avgSeed seasons
## <chr> <dbl> <int>
## 1 Winthrop 13.8 8
## 2 UNC Asheville 13.4 8
## 3 Texas Southern 13.3 11
## 4 Hampton 13.2 8
## 5 Montana 12.7 12
## 6 New Mexico State 12.4 11
## 7 Iona 12.2 12
## 8 Morehead State 12 8
## 9 Oral Roberts 12 8
## 10 South Dakota State 11.2 11
df %>% filter(AvgHeight > 0) %>% group_by(Mapped.ESPN.Team.Name) %>% summarise(avgHeight = mean(AvgHeight,na.rm=T)) %>% arrange(desc(avgHeight)) %>% head(10)
## # A tibble: 10 × 2
## Mapped.ESPN.Team.Name avgHeight
## <chr> <dbl>
## 1 Florida State 78.8
## 2 Syracuse 78.4
## 3 Kentucky 78.3
## 4 Duke 78.2
## 5 Stanford 78.2
## 6 USC 78.1
## 7 Iowa 78.0
## 8 UCLA 78.0
## 9 Gonzaga 78.0
## 10 Nevada 78.0
df %>% filter(AvgHeight > 0) %>% group_by(Mapped.ESPN.Team.Name) %>% summarise(avgHeight = mean(AvgHeight,na.rm=T)) %>% arrange(avgHeight) %>% head(10)
## # A tibble: 10 × 2
## Mapped.ESPN.Team.Name avgHeight
## <chr> <dbl>
## 1 Mercyhurst 75.0
## 2 Centenary (NJ) 75.3
## 3 St. Francis (NY) 75.3
## 4 Winstom-Salem 75.4
## 5 Abilene Christian 75.4
## 6 Mississippi Valley State 75.6
## 7 Sam Houston 75.6
## 8 Savannah State 75.6
## 9 Gardner-Webb 75.6
## 10 Army 75.6
library(plotly)
##
## Attaching package: 'plotly'
## The following object is masked from 'package:ggplot2':
##
## last_plot
## The following object is masked from 'package:stats':
##
## filter
## The following object is masked from 'package:graphics':
##
## layout
ggplotly(ggplot(df %>% filter(AvgHeight > 0) %>% group_by(Season) %>% summarise(avgHeight = mean(AvgHeight,na.rm=T)),aes(x=Season,y=avgHeight)) + geom_line())
fig = plt.figure()
ax = fig.add_subplot()
ax.scatter(x=r.df[r.df.FG2Pct > 0].AvgHeight,y=r.df[r.df.FG2Pct > 0].FG2Pct,edgecolor='black')
ax.set_xlabel('Average Height')
ax.set_ylabel('2P FG%')
plt.show()
corr = r.df.select_dtypes(include='number').corr()
corrdf = corr['Seed'].reset_index().sort_values(by='Seed',ascending=False)
corrdf[corrdf.Seed > 0.05]
## index Seed
## 136 Seed 1.000000
## 49 AdjEM 0.390397
## 132 Net.Rating 0.390392
## 43 AdjOE 0.339472
## 5 Adjusted.Offensive.Efficiency 0.339373
## 7 Raw.Offensive.Efficiency 0.312802
## 41 OE 0.312802
## 17 eFGPct 0.246373
## 51 FG2Pct 0.216341
## 53 FG3Pct 0.210253
## 21 ORPct 0.152883
## 23 FTRate 0.138387
## 57 BlockPct 0.137676
## 98 Experience 0.137619
## 71 ARate 0.125185
## 75 StlRate 0.112550
## 79 DFP 0.110520
## 15 Avg.Possession.Length..Defense. 0.109743
## 55 FTPct 0.104554
## 96 EffectiveHeight 0.102517
## 25 OffFT 0.065721
## 33 Def2PtFG 0.060856
columns = corrdf[corrdf.Seed > 0.05]['index'].tolist()
py$columns
## [1] "Seed" "AdjEM"
## [3] "Net.Rating" "AdjOE"
## [5] "Adjusted.Offensive.Efficiency" "Raw.Offensive.Efficiency"
## [7] "OE" "eFGPct"
## [9] "FG2Pct" "FG3Pct"
## [11] "ORPct" "FTRate"
## [13] "BlockPct" "Experience"
## [15] "ARate" "StlRate"
## [17] "DFP" "Avg.Possession.Length..Defense."
## [19] "FTPct" "EffectiveHeight"
## [21] "OffFT" "Def2PtFG"
model = lm(Seed ~ AdjEM + Net.Rating + AdjOE + Adjusted.Offensive.Efficiency +
Raw.Offensive.Efficiency + OE + eFGPct + FG2Pct + FG3Pct + ORPct +
FTRate + BlockPct + Experience + ARate + StlRate + DFP +
Avg.Possession.Length..Defense. + FTPct + EffectiveHeight +
OffFT + Def2PtFG, data = filter(df,Post.Season.Tournament == 'March Madness',Season != 2025))
summary(model)
##
## Call:
## lm(formula = Seed ~ AdjEM + Net.Rating + AdjOE + Adjusted.Offensive.Efficiency +
## Raw.Offensive.Efficiency + OE + eFGPct + FG2Pct + FG3Pct +
## ORPct + FTRate + BlockPct + Experience + ARate + StlRate +
## DFP + Avg.Possession.Length..Defense. + FTPct + EffectiveHeight +
## OffFT + Def2PtFG, data = filter(df, Post.Season.Tournament ==
## "March Madness", Season != 2025))
##
## Residuals:
## Min 1Q Median 3Q Max
## -5.3712 -1.0731 0.0798 1.1772 5.3764
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 27.957912 9.547070 2.928 0.00384 **
## AdjEM 1.641591 4.918105 0.334 0.73893
## Net.Rating -2.063999 4.927122 -0.419 0.67578
## AdjOE -11.121404 7.089878 -1.569 0.11847
## Adjusted.Offensive.Efficiency 11.018330 7.102420 1.551 0.12256
## Raw.Offensive.Efficiency 0.202348 4.632934 0.044 0.96521
## OE -0.046309 4.638013 -0.010 0.99204
## eFGPct -0.111629 0.777575 -0.144 0.88601
## FG2Pct -0.350618 0.426214 -0.823 0.41179
## FG3Pct -0.277883 0.391842 -0.709 0.47913
## ORPct -0.061070 0.052161 -1.171 0.24321
## FTRate 0.928989 0.547158 1.698 0.09125 .
## BlockPct -0.103749 0.063048 -1.646 0.10158
## Experience -0.509008 0.393227 -1.294 0.19715
## ARate -0.003413 0.031969 -0.107 0.91509
## StlRate 11.110228 9.957242 1.116 0.26598
## DFP 0.044644 0.033375 1.338 0.18268
## Avg.Possession.Length..Defense. 0.105170 0.259846 0.405 0.68614
## FTPct 0.384996 0.267625 1.439 0.15199
## EffectiveHeight -0.092570 0.141651 -0.654 0.51425
## OffFT -2.095164 1.233655 -1.698 0.09115 .
## Def2PtFG -0.064554 0.048401 -1.334 0.18396
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.848 on 182 degrees of freedom
## (1263 observations deleted due to missingness)
## Multiple R-squared: 0.86, Adjusted R-squared: 0.8438
## F-statistic: 53.24 on 21 and 182 DF, p-value: < 2.2e-16
plot(model)
head(filter(df, Season == 2025)) # Check the first few rows of the 2025 data
## Season Short.Conference.Name Adjusted.Temo Adjusted.Tempo.Rank Raw.Tempo
## 1 2025 ACC 65.9 256 66.7
## 2 2025 SEC 67.8 147 69.1
## 3 2025 B12 61.4 360 62.3
## 4 2025 SEC 69.5 62 70.7
## 5 2025 SEC 63.7 346 65.5
## 6 2025 SEC 74.9 1 76.2
## Raw.Tempo.Rank Adjusted.Offensive.Efficiency
## 1 253 128.1
## 2 121 128.8
## 3 360 123.6
## 4 49 127.3
## 5 308 119.7
## 6 1 126.9
## Adjusted.Offensive.Efficiency.Rank Raw.Offensive.Efficiency
## 1 2 124.6
## 2 1 121.5
## 3 10 117.1
## 4 3 119.8
## 5 18 114.1
## 6 4 119.2
## Raw.Offensive.Efficiency.Rank Adjusted.Defensive.Efficiency
## 1 1 90.1
## 2 2 93.2
## 3 16 88.2
## 4 7 92.4
## 5 40 88.8
## 6 8 96.2
## Adjusted.Defensive.Efficiency.Rank Raw.Defensive.Efficiency
## 1 4 92.9
## 2 12 100.4
## 3 2 91.8
## 4 9 97.0
## 5 3 95.1
## 6 26 105.3
## Raw.Defensive.Efficiency.Rank Avg.Possession.Length..Offense.
## 1 3 17.0
## 2 49 17.2
## 3 1 19.4
## 4 18 16.2
## 5 9 18.2
## 6 163 15.0
## Avg.Possession.Length..Offense..Rank Avg.Possession.Length..Defense.
## 1 97 19.1
## 2 123 17.7
## 3 342 18.8
## 4 33 17.7
## 5 267 18.6
## 6 4 16.5
## Avg.Possession.Length..Defense..Rank eFGPct RankeFGPct TOPct RankTOPct
## 1 363 57.44898 5 14.36282 18
## 2 197 55.94636 23 13.46983 7
## 3 358 52.76058 89 14.69939 25
## 4 196 54.99022 38 15.33702 50
## 5 351 52.92350 85 16.02700 98
## 6 11 56.55658 11 16.77721 156
## ORPct RankORPct FTRate RankFTRate OffFT RankOffFT Off2PtFG
## 1 35.42260 32 31.68367 207 17.78021 257 45.63709
## 2 34.59062 44 33.35020 170 18.17172 231 48.85270
## 3 36.49374 13 28.43137 315 16.56467 310 50.99959
## 4 38.20225 8 31.94716 202 17.17023 289 47.89978
## 5 35.91954 20 34.04372 149 19.08939 169 47.20134
## 6 34.99157 37 40.31083 25 20.37607 99 45.47009
## RankOff2PtFG Off3PtFG RankOff3PtFG DefFT RankDefFT Def2PtFG RankDef2PtFG
## 1 300 36.58269 59 17.22956 287 50.02447 167
## 2 197 32.97557 131 23.48451 15 51.18994 115
## 3 133 32.43574 152 21.46570 51 43.13929 347
## 4 231 34.92999 82 20.13667 115 51.29841 109
## 5 256 33.70927 113 19.27711 157 46.38554 298
## 6 303 34.15385 103 20.05420 120 53.11653 50
## Def3PtFG RankDef3PtFG Tempo RankTempo AdjTempo RankAdjTempo OE RankOE
## 1 32.74596 127 66.6705 253 66.0774 256 124.568 1
## 2 25.32555 348 69.0824 122 67.8881 147 121.500 2
## 3 35.39501 49 62.3037 360 61.5377 360 117.137 16
## 4 28.56492 295 70.7031 49 69.6695 62 119.846 7
## 5 34.33735 78 65.5145 308 63.8389 346 114.107 40
## 6 26.82927 335 76.1931 1 75.0248 1 119.155 8
## AdjOE RankAdjOE DE RankDE AdjDE RankAdjDE AdjEM RankAdjEM
## 1 128.100 2 92.9295 3 90.0132 4 38.0870 1
## 2 128.734 1 100.4000 49 93.1660 12 35.5678 2
## 3 123.506 10 91.7694 1 88.1109 2 35.3956 3
## 4 127.293 3 96.9531 18 92.3953 9 34.8972 4
## 5 119.678 18 95.0901 9 88.7708 3 30.9073 5
## 6 126.845 4 105.2770 163 96.1485 26 30.6962 6
## FG2Pct RankFG2Pct FG3Pct RankFG3Pct FTPct RankFTPct BlockPct
## 1 58.13953 8 37.74011 20 78.42190 18 10.49958
## 2 56.26598 30 36.98630 35 74.50683 101 16.58416
## 3 49.13522 261 39.78979 4 73.68421 123 16.15950
## 4 56.57093 25 35.30726 96 71.36294 216 12.42938
## 5 54.01530 70 34.31122 153 73.35474 133 16.49899
## 6 59.85599 3 35.12658 104 71.80723 197 10.12031
## RankBlockPct OppFG2Pct RankOppFG2Pct OppFG3Pct RankOppFG3Pct OppFTPct
## 1 110 43.26842 3 31.01530 39 71.98364
## 2 4 47.02970 40 29.28349 5 72.73992
## 3 6 43.54669 4 30.96862 36 70.84048
## 4 45 45.43987 12 29.47814 7 70.49442
## 5 5 46.47887 29 27.60291 1 73.84615
## 6 129 48.54919 87 30.31496 17 70.66849
## RankOppFTPct OppBlockPct RankOppBlockPct FG3Rate RankFG3Rate OppFG3Rate
## 1 174 9.674419 214 45.15306 55 37.84211
## 2 222 7.502131 34 40.63765 138 34.62783
## 3 117 6.525157 6 34.36533 296 43.47568
## 4 99 8.442124 94 43.78669 72 36.39630
## 5 272 9.177820 164 42.84153 84 45.38462
## 6 111 12.241224 344 46.04177 44 35.03448
## RankOppFG3Rate ARate RankARate OppARate RankOppARate StlRate RankStlRate
## 1 142 58.28989 50 51.63488 181 0.1045395 113
## 2 46 55.48589 93 40.36939 7 0.1009111 142
## 3 315 44.94382 329 56.23053 289 0.1269493 24
## 4 95 52.89855 136 45.59585 37 0.1100552 76
## 5 343 60.55156 23 46.37681 52 0.1068467 97
## 6 55 54.20842 112 43.62050 20 0.0798139 317
## OppStlRate RankOppStlRate DFP NSTRate RankNSTRate OppNSTRate RankOppNSTRate
## 1 0.08135901 26 NA 6.226919 43 7.272314 212
## 2 0.08784674 86 NA 4.685160 2 7.298037 211
## 3 0.07826948 16 NA 6.872442 111 9.115531 24
## 4 0.08928177 101 NA 6.408840 56 6.276243 321
## 5 0.08824389 89 NA 7.202609 149 7.584204 172
## 6 0.10180345 233 NA 6.596863 74 5.700993 355
## AvgHeight RankAvgHeight CenterHeight RankCenterHeight PFHeight RankPFHeight
## 1 79.77 1 2.67 10 1.49 37
## 2 78.42 27 1.11 67 0.53 112
## 3 76.84 238 -1.39 304 0.23 141
## 4 77.78 95 1.20 58 1.59 32
## 5 77.16 189 1.26 54 1.23 49
## 6 78.08 57 1.61 33 3.15 1
## SFHeight RankSFHeight SGHeight RankSGHeight PGHeight RankPGHeight
## 1 1.46 30 2.68 2 4.52 1
## 2 1.44 31 2.01 12 0.98 88
## 3 -0.71 280 -0.19 204 0.24 165
## 4 -0.65 272 -0.04 189 0.79 113
## 5 -0.39 240 0.68 95 -3.01 353
## 6 0.27 141 -0.51 256 -0.12 206
## EffectiveHeight RankEffectiveHeight Experience RankExperience Bench BenchRank
## 1 2.08 10 1.94716 129 31.01 187
## 2 0.82 75 2.79421 25 33.94 106
## 3 -0.58 257 2.64489 41 29.54 232
## 4 1.40 36 2.42012 62 28.34 265
## 5 1.24 51 2.92752 14 24.97 313
## 6 2.38 5 2.99678 9 38.21 36
## CenterPts RankCenterPts PFPts RankPFPts SFPts RankSFPts SGPts RankSGPts PGPts
## 1 15.35 313 27.53 10 22.69 80 15.98 329 18.42
## 2 20.84 120 20.99 128 18.59 218 19.08 250 20.49
## 3 15.39 312 18.78 211 18.83 212 21.40 138 25.61
## 4 18.18 219 17.69 257 19.07 199 23.39 69 21.68
## 5 17.51 234 19.64 179 27.90 11 15.56 336 19.34
## 6 15.60 306 19.05 201 18.55 220 21.51 133 25.28
## RankPGPts CenterOR RankCenterOR PFOR RankPFOR SFOR RankSFOR SGOR RankSGOR
## 1 235 49.19 15 17.94 326 10.76 318 12.68 123
## 2 160 45.88 23 30.35 97 12.95 277 5.43 334
## 3 40 45.83 24 26.88 166 9.60 337 13.03 114
## 4 135 40.80 85 33.29 56 9.06 342 6.29 318
## 5 207 34.99 198 33.00 60 7.70 350 16.03 52
## 6 50 29.84 285 28.78 128 26.33 28 10.02 210
## PGOR RankPGOR CenterDR RankCenterDR PFDR RankPFDR SFDR RankSFDR SGDR
## 1 9.37 138 25.41 196 27.08 65 14.05 345 19.73
## 2 5.35 311 29.95 77 24.60 135 16.65 270 16.18
## 3 4.66 332 26.42 162 20.80 263 17.49 232 23.22
## 4 10.56 105 30.42 63 24.22 146 14.06 344 15.82
## 5 8.21 186 28.24 110 24.67 129 17.36 238 16.53
## 6 5.03 317 27.73 126 29.40 25 19.66 162 11.86
## RankSGDR PGDR RankPGDR Net.Rating Net.Rating.Rank
## 1 64 13.70 213 38.0 1
## 2 185 12.60 273 35.6 5
## 3 12 12.06 298 35.4 6
## 4 200 15.48 133 34.9 8
## 5 168 13.13 245 30.9 33
## 6 337 11.35 321 30.7 36
## Mapped.Conference.Name Mapped.ESPN.Team.Name Current.Coach
## 1 Atlantic Coast Conference (ACC) Duke Jon Scheyer
## 2 Southeastern Conference (SEC) Auburn Bruce Pearl
## 3 Big 12 Conference Houston Kelvin Sampson
## 4 Southeastern Conference (SEC) Florida Todd Golden
## 5 Southeastern Conference (SEC) Tennessee Rick Barnes
## 6 Southeastern Conference (SEC) Alabama Nate Oats
## Full.Team.Name Since Active.Coaching.Length
## 1 Duke Blue Devils 202223 2 years
## 2 Auburn Tigers 201415 10 years
## 3 Houston Cougars 201415 10 years
## 4 Florida Gators 202223 2 years
## 5 Tennessee Volunteers 201516 9 years
## 6 Alabama Crimson Tide 201920 5 years
## Active.Coaching.Length.Index Seed Region
## 1 3 0 Not In a Post-Season Tournament
## 2 11 0 Not In a Post-Season Tournament
## 3 11 0 Not In a Post-Season Tournament
## 4 3 0 Not In a Post-Season Tournament
## 5 10 0 Not In a Post-Season Tournament
## 6 6 0 Not In a Post-Season Tournament
## Post.Season.Tournament Post.Season.Tournament.Sorting.Index
## 1 Not In a Post-Season Tournament 5
## 2 Not In a Post-Season Tournament 5
## 3 Not In a Post-Season Tournament 5
## 4 Not In a Post-Season Tournament 5
## 5 Not In a Post-Season Tournament 5
## 6 Not In a Post-Season Tournament 5
## Top.12.in.AP.Top.25.During.Week.6.
## 1 Yes
## 2 Yes
## 3 No
## 4 Yes
## 5 Yes
## 6 Yes
summary(filter(df, Season == 2025)) # Check for any NA values or unexpected data types
## Season Short.Conference.Name Adjusted.Temo Adjusted.Tempo.Rank
## Min. :2025 Length:364 Min. :58.90 Min. : 1.00
## 1st Qu.:2025 Class :character 1st Qu.:65.60 1st Qu.: 91.75
## Median :2025 Mode :character Median :67.30 Median :182.50
## Mean :2025 Mean :67.27 Mean :182.50
## 3rd Qu.:2025 3rd Qu.:68.80 3rd Qu.:273.25
## Max. :2025 Max. :74.90 Max. :364.00
##
## Raw.Tempo Raw.Tempo.Rank Adjusted.Offensive.Efficiency
## Min. :59.50 Min. : 1.00 Min. : 82.6
## 1st Qu.:66.28 1st Qu.: 91.75 1st Qu.:101.4
## Median :67.95 Median :182.50 Median :106.5
## Mean :67.98 Mean :182.50 Mean :106.8
## 3rd Qu.:69.53 3rd Qu.:273.25 3rd Qu.:111.7
## Max. :76.20 Max. :364.00 Max. :128.8
##
## Adjusted.Offensive.Efficiency.Rank Raw.Offensive.Efficiency
## Min. : 1.00 Min. : 79.4
## 1st Qu.: 91.75 1st Qu.:102.1
## Median :182.50 Median :105.7
## Mean :182.50 Mean :106.1
## 3rd Qu.:273.25 3rd Qu.:110.2
## Max. :364.00 Max. :124.6
##
## Raw.Offensive.Efficiency.Rank Adjusted.Defensive.Efficiency
## Min. : 1.00 Min. : 87.7
## 1st Qu.: 91.75 1st Qu.:102.6
## Median :182.50 Median :107.2
## Mean :182.50 Mean :106.8
## 3rd Qu.:273.25 3rd Qu.:111.7
## Max. :364.00 Max. :124.8
##
## Adjusted.Defensive.Efficiency.Rank Raw.Defensive.Efficiency
## Min. : 1.00 Min. : 91.8
## 1st Qu.: 91.75 1st Qu.:102.8
## Median :182.50 Median :106.5
## Mean :182.50 Mean :106.3
## 3rd Qu.:273.25 3rd Qu.:109.8
## Max. :364.00 Max. :124.6
##
## Raw.Defensive.Efficiency.Rank Avg.Possession.Length..Offense.
## Min. : 1.00 Min. :14.20
## 1st Qu.: 91.75 1st Qu.:16.90
## Median :182.50 Median :17.70
## Mean :182.50 Mean :17.66
## 3rd Qu.:273.25 3rd Qu.:18.30
## Max. :364.00 Max. :22.00
##
## Avg.Possession.Length..Offense..Rank Avg.Possession.Length..Defense.
## Min. : 1.00 Min. :15.80
## 1st Qu.: 91.75 1st Qu.:17.30
## Median :182.50 Median :17.60
## Mean :182.50 Mean :17.62
## 3rd Qu.:273.25 3rd Qu.:18.00
## Max. :364.00 Max. :19.10
##
## Avg.Possession.Length..Defense..Rank eFGPct RankeFGPct
## Min. : 1.00 Min. :42.10 Min. : 1.00
## 1st Qu.: 91.75 1st Qu.:48.87 1st Qu.: 91.75
## Median :182.50 Median :50.67 Median :182.50
## Mean :182.50 Mean :50.81 Mean :182.50
## 3rd Qu.:273.25 3rd Qu.:52.66 3rd Qu.:273.25
## Max. :364.00 Max. :58.27 Max. :364.00
##
## TOPct RankTOPct ORPct RankORPct
## Min. :12.50 Min. : 1.00 Min. :17.80 Min. : 1.00
## 1st Qu.:15.93 1st Qu.: 91.75 1st Qu.:26.54 1st Qu.: 91.75
## Median :17.20 Median :182.50 Median :29.98 Median :182.50
## Mean :17.30 Mean :182.50 Mean :29.73 Mean :182.49
## 3rd Qu.:18.51 3rd Qu.:273.25 3rd Qu.:32.78 3rd Qu.:273.25
## Max. :25.10 Max. :364.00 Max. :42.05 Max. :364.00
##
## FTRate RankFTRate OffFT RankOffFT
## Min. :22.18 Min. : 1.00 Min. :12.93 Min. : 1.00
## 1st Qu.:30.01 1st Qu.: 91.75 1st Qu.:17.50 1st Qu.: 91.75
## Median :32.85 Median :182.50 Median :18.91 Median :182.50
## Mean :33.07 Mean :182.50 Mean :18.98 Mean :182.50
## 3rd Qu.:35.97 3rd Qu.:273.25 3rd Qu.:20.53 3rd Qu.:273.25
## Max. :47.70 Max. :364.00 Max. :24.94 Max. :364.00
##
## Off2PtFG RankOff2PtFG Off3PtFG RankOff3PtFG
## Min. :36.91 Min. : 1.00 Min. :16.60 Min. : 1.00
## 1st Qu.:46.66 1st Qu.: 91.75 1st Qu.:28.12 1st Qu.: 91.75
## Median :49.63 Median :182.50 Median :31.48 Median :182.50
## Mean :49.54 Mean :182.50 Mean :31.48 Mean :182.50
## 3rd Qu.:52.33 3rd Qu.:273.25 3rd Qu.:34.73 3rd Qu.:273.25
## Max. :62.54 Max. :364.00 Max. :45.96 Max. :364.00
##
## DefFT RankDefFT Def2PtFG RankDef2PtFG
## Min. :11.48 Min. : 1.00 Min. :33.50 Min. : 1.00
## 1st Qu.:17.53 1st Qu.: 91.75 1st Qu.:47.15 1st Qu.: 91.75
## Median :18.91 Median :182.50 Median :49.70 Median :182.50
## Mean :19.00 Mean :182.50 Mean :49.47 Mean :182.50
## 3rd Qu.:20.43 3rd Qu.:273.25 3rd Qu.:51.92 3rd Qu.:273.25
## Max. :25.76 Max. :364.00 Max. :60.32 Max. :364.00
##
## Def3PtFG RankDef3PtFG Tempo RankTempo
## Min. :21.83 Min. : 1.00 Min. :59.53 Min. : 1.00
## 1st Qu.:29.23 1st Qu.: 91.75 1st Qu.:66.25 1st Qu.: 91.75
## Median :31.24 Median :182.50 Median :67.93 Median :182.50
## Mean :31.53 Mean :182.50 Mean :67.98 Mean :182.50
## 3rd Qu.:33.85 3rd Qu.:273.25 3rd Qu.:69.56 3rd Qu.:273.25
## Max. :51.63 Max. :364.00 Max. :76.19 Max. :364.00
##
## AdjTempo RankAdjTempo OE RankOE
## Min. :59.01 Min. : 1.00 Min. : 79.37 Min. : 1.00
## 1st Qu.:65.76 1st Qu.: 91.75 1st Qu.:102.07 1st Qu.: 91.75
## Median :67.42 Median :182.50 Median :105.68 Median :182.50
## Mean :67.40 Mean :182.50 Mean :106.07 Mean :182.50
## 3rd Qu.:68.94 3rd Qu.:273.25 3rd Qu.:110.15 3rd Qu.:273.25
## Max. :75.02 Max. :364.00 Max. :124.57 Max. :364.00
##
## AdjOE RankAdjOE DE RankDE
## Min. : 82.55 Min. : 1.00 Min. : 91.77 Min. : 1.00
## 1st Qu.:101.37 1st Qu.: 91.75 1st Qu.:102.82 1st Qu.: 91.75
## Median :106.42 Median :182.50 Median :106.51 Median :182.50
## Mean :106.79 Mean :182.50 Mean :106.29 Mean :182.50
## 3rd Qu.:111.70 3rd Qu.:273.25 3rd Qu.:109.86 3rd Qu.:273.25
## Max. :128.73 Max. :364.00 Max. :124.64 Max. :364.00
##
## AdjDE RankAdjDE AdjEM RankAdjEM
## Min. : 87.63 Min. : 1.00 Min. :-42.223 Min. : 1.00
## 1st Qu.:102.55 1st Qu.: 91.75 1st Qu.: -9.274 1st Qu.: 91.75
## Median :107.22 Median :182.50 Median : -1.732 Median :182.50
## Mean :106.79 Mean :182.50 Mean : 0.000 Mean :182.50
## 3rd Qu.:111.62 3rd Qu.:273.25 3rd Qu.: 7.622 3rd Qu.:273.25
## Max. :124.77 Max. :364.00 Max. : 38.087 Max. :364.00
##
## FG2Pct RankFG2Pct FG3Pct RankFG3Pct
## Min. :41.53 Min. : 1.00 Min. :26.70 Min. : 1.00
## 1st Qu.:48.79 1st Qu.: 91.75 1st Qu.:31.81 1st Qu.: 91.75
## Median :51.02 Median :182.50 Median :33.72 Median :182.50
## Mean :51.02 Mean :182.49 Mean :33.71 Mean :182.48
## 3rd Qu.:53.35 3rd Qu.:273.25 3rd Qu.:35.42 3rd Qu.:273.25
## Max. :60.57 Max. :364.00 Max. :40.00 Max. :364.00
##
## FTPct RankFTPct BlockPct RankBlockPct
## Min. :59.03 Min. : 1.00 Min. : 3.645 Min. : 1.00
## 1st Qu.:69.51 1st Qu.: 91.75 1st Qu.: 7.733 1st Qu.: 91.75
## Median :72.18 Median :182.50 Median : 9.150 Median :182.50
## Mean :72.10 Mean :182.48 Mean : 9.394 Mean :182.50
## 3rd Qu.:74.74 3rd Qu.:273.25 3rd Qu.:11.042 3rd Qu.:273.25
## Max. :82.80 Max. :364.00 Max. :18.549 Max. :364.00
##
## OppFG2Pct RankOppFG2Pct OppFG3Pct RankOppFG3Pct
## Min. :42.62 Min. : 1.00 Min. :27.60 Min. : 1.00
## 1st Qu.:48.76 1st Qu.: 91.75 1st Qu.:32.36 1st Qu.: 91.75
## Median :50.99 Median :182.50 Median :33.78 Median :182.50
## Mean :51.04 Mean :182.50 Mean :33.82 Mean :182.43
## 3rd Qu.:53.28 3rd Qu.:273.25 3rd Qu.:35.29 3rd Qu.:273.25
## Max. :59.81 Max. :364.00 Max. :39.70 Max. :364.00
##
## OppFTPct RankOppFTPct OppBlockPct RankOppBlockPct
## Min. :65.12 Min. : 1.00 Min. : 5.381 Min. : 1.00
## 1st Qu.:70.44 1st Qu.: 91.75 1st Qu.: 8.424 1st Qu.: 91.75
## Median :72.13 Median :181.00 Median : 9.383 Median :182.50
## Mean :72.18 Mean :182.48 Mean : 9.457 Mean :182.49
## 3rd Qu.:73.94 3rd Qu.:273.25 3rd Qu.:10.302 3rd Qu.:273.25
## Max. :78.59 Max. :364.00 Max. :14.775 Max. :364.00
##
## FG3Rate RankFG3Rate OppFG3Rate RankOppFG3Rate
## Min. :20.67 Min. : 1.00 Min. :27.68 Min. : 1.00
## 1st Qu.:35.28 1st Qu.: 91.75 1st Qu.:36.22 1st Qu.: 91.75
## Median :38.41 Median :182.50 Median :38.84 Median :182.50
## Mean :39.01 Mean :182.50 Mean :39.05 Mean :182.50
## 3rd Qu.:42.44 3rd Qu.:273.25 3rd Qu.:41.34 3rd Qu.:273.25
## Max. :53.96 Max. :364.00 Max. :59.32 Max. :364.00
##
## ARate RankARate OppARate RankOppARate
## Min. :38.03 Min. : 1.00 Min. :37.39 Min. : 1.00
## 1st Qu.:48.26 1st Qu.: 91.75 1st Qu.:48.35 1st Qu.: 91.75
## Median :51.52 Median :182.50 Median :51.69 Median :182.50
## Mean :51.76 Mean :182.50 Mean :51.96 Mean :182.49
## 3rd Qu.:55.56 3rd Qu.:273.25 3rd Qu.:55.48 3rd Qu.:273.25
## Max. :66.39 Max. :364.00 Max. :69.72 Max. :364.00
##
## StlRate RankStlRate OppStlRate RankOppStlRate
## Min. :0.04810 Min. : 1.00 Min. :0.06016 Min. : 1.00
## 1st Qu.:0.08622 1st Qu.: 91.75 1st Qu.:0.08853 1st Qu.: 91.75
## Median :0.09628 Median :182.50 Median :0.09630 Median :182.50
## Mean :0.09729 Mean :182.50 Mean :0.09754 Mean :182.50
## 3rd Qu.:0.10758 3rd Qu.:273.25 3rd Qu.:0.10624 3rd Qu.:273.25
## Max. :0.14564 Max. :364.00 Max. :0.14495 Max. :364.00
##
## DFP NSTRate RankNSTRate OppNSTRate
## Min. : NA Min. : 4.424 Min. : 1.00 Min. : 4.735
## 1st Qu.: NA 1st Qu.: 6.722 1st Qu.: 91.75 1st Qu.: 6.748
## Median : NA Median : 7.451 Median :182.50 Median : 7.511
## Mean :NaN Mean : 7.544 Mean :182.50 Mean : 7.531
## 3rd Qu.: NA 3rd Qu.: 8.168 3rd Qu.:273.25 3rd Qu.: 8.266
## Max. : NA Max. :13.292 Max. :364.00 Max. :10.611
## NA's :364
## RankOppNSTRate AvgHeight RankAvgHeight CenterHeight
## Min. : 1.00 Min. :74.27 Min. : 1.00 Min. :-3.030000
## 1st Qu.: 91.75 1st Qu.:76.64 1st Qu.: 91.75 1st Qu.:-0.922500
## Median :182.50 Median :77.19 Median :182.50 Median : 0.060000
## Mean :182.50 Mean :77.20 Mean :182.50 Mean :-0.000082
## 3rd Qu.:273.25 3rd Qu.:77.80 3rd Qu.:273.25 3rd Qu.: 0.875000
## Max. :364.00 Max. :79.77 Max. :364.00 Max. : 4.530000
##
## RankCenterHeight PFHeight RankPFHeight SFHeight
## Min. : 1.00 Min. :-3.480000 Min. : 1.00 Min. :-3.480000
## 1st Qu.: 91.75 1st Qu.:-0.720000 1st Qu.: 91.75 1st Qu.:-0.652500
## Median :182.50 Median :-0.080000 Median :182.50 Median :-0.010000
## Mean :182.05 Mean : 0.000687 Mean :181.94 Mean :-0.000549
## 3rd Qu.:273.25 3rd Qu.: 0.722500 3rd Qu.:273.25 3rd Qu.: 0.725000
## Max. :364.00 Max. : 3.150000 Max. :364.00 Max. : 3.050000
##
## RankSFHeight SGHeight RankSGHeight PGHeight
## Min. : 1.00 Min. :-4.0400 Min. : 1.00 Min. :-4.52000
## 1st Qu.: 91.75 1st Qu.:-0.7300 1st Qu.: 91.75 1st Qu.:-0.95250
## Median :182.50 Median : 0.0200 Median :182.50 Median : 0.12000
## Mean :181.40 Mean : 0.0000 Mean :181.41 Mean :-0.00011
## 3rd Qu.:273.25 3rd Qu.: 0.7025 3rd Qu.:273.25 3rd Qu.: 0.94750
## Max. :364.00 Max. : 3.0900 Max. :364.00 Max. : 4.52000
##
## RankPGHeight EffectiveHeight RankEffectiveHeight Experience
## Min. : 1.00 Min. :-2.710000 Min. : 1.00 Min. :0.000
## 1st Qu.: 91.75 1st Qu.:-0.692500 1st Qu.: 91.75 1st Qu.:1.241
## Median :182.50 Median :-0.045000 Median :182.50 Median :1.742
## Mean :181.83 Mean : 0.000082 Mean :182.50 Mean :1.732
## 3rd Qu.:273.25 3rd Qu.: 0.662500 3rd Qu.:273.25 3rd Qu.:2.176
## Max. :364.00 Max. : 3.270000 Max. :364.00 Max. :3.639
##
## RankExperience Bench BenchRank CenterPts
## Min. : 1.00 Min. :14.14 Min. : 1.00 Min. :10.12
## 1st Qu.: 91.75 1st Qu.:27.70 1st Qu.: 91.75 1st Qu.:16.55
## Median :182.50 Median :31.12 Median :182.50 Median :19.21
## Mean :182.50 Mean :31.19 Mean :182.50 Mean :19.43
## 3rd Qu.:273.25 3rd Qu.:34.51 3rd Qu.:273.25 3rd Qu.:22.25
## Max. :364.00 Max. :46.49 Max. :364.00 Max. :30.75
##
## RankCenterPts PFPts RankPFPts SFPts
## Min. : 1.00 Min. : 9.12 Min. : 1.00 Min. : 8.12
## 1st Qu.: 91.75 1st Qu.:17.34 1st Qu.: 91.75 1st Qu.:16.91
## Median :182.50 Median :19.55 Median :182.50 Median :19.68
## Mean :182.50 Mean :19.79 Mean :182.50 Mean :19.76
## 3rd Qu.:273.25 3rd Qu.:21.99 3rd Qu.:273.25 3rd Qu.:22.33
## Max. :364.00 Max. :29.82 Max. :364.00 Max. :32.41
##
## RankSFPts SGPts RankSGPts PGPts
## Min. : 1.00 Min. :11.43 Min. : 1.00 Min. :11.03
## 1st Qu.: 91.75 1st Qu.:18.13 1st Qu.: 91.75 1st Qu.:17.55
## Median :182.50 Median :20.45 Median :182.50 Median :19.89
## Mean :182.50 Mean :20.54 Mean :182.50 Mean :20.44
## 3rd Qu.:273.25 3rd Qu.:22.57 3rd Qu.:273.25 3rd Qu.:23.33
## Max. :364.00 Max. :31.00 Max. :364.00 Max. :32.81
##
## RankPGPts CenterOR RankCenterOR PFOR
## Min. : 1.00 Min. :10.84 Min. : 1.00 Min. : 9.40
## 1st Qu.: 91.75 1st Qu.:30.57 1st Qu.: 91.75 1st Qu.:21.14
## Median :182.50 Median :35.84 Median :182.50 Median :25.95
## Mean :182.50 Mean :35.67 Mean :182.50 Mean :26.10
## 3rd Qu.:273.25 3rd Qu.:40.36 3rd Qu.:273.25 3rd Qu.:30.48
## Max. :364.00 Max. :61.59 Max. :364.00 Max. :43.91
##
## RankPFOR SFOR RankSFOR SGOR
## Min. : 1.00 Min. : 4.30 Min. : 1.00 Min. : 2.920
## 1st Qu.: 91.75 1st Qu.:13.19 1st Qu.: 91.75 1st Qu.: 8.057
## Median :182.50 Median :17.59 Median :182.50 Median :10.805
## Mean :182.50 Mean :17.70 Mean :182.50 Mean :11.399
## 3rd Qu.:273.25 3rd Qu.:21.44 3rd Qu.:273.25 3rd Qu.:14.127
## Max. :364.00 Max. :40.68 Max. :364.00 Max. :32.340
##
## RankSGOR PGOR RankPGOR CenterDR
## Min. : 1.00 Min. : 2.870 Min. : 1.00 Min. :13.78
## 1st Qu.: 91.75 1st Qu.: 6.285 1st Qu.: 91.75 1st Qu.:22.79
## Median :182.50 Median : 8.320 Median :182.50 Median :25.74
## Mean :182.50 Mean : 9.078 Mean :182.50 Mean :25.99
## 3rd Qu.:273.25 3rd Qu.:11.280 3rd Qu.:273.25 3rd Qu.:28.89
## Max. :364.00 Max. :24.230 Max. :364.00 Max. :39.51
##
## RankCenterDR PFDR RankPFDR SFDR
## Min. : 1.00 Min. :13.39 Min. : 1.00 Min. :10.74
## 1st Qu.: 91.75 1st Qu.:20.52 1st Qu.: 91.75 1st Qu.:16.61
## Median :182.50 Median :23.26 Median :182.50 Median :19.02
## Mean :182.50 Mean :23.27 Mean :182.50 Mean :19.44
## 3rd Qu.:273.25 3rd Qu.:25.79 3rd Qu.:273.25 3rd Qu.:21.85
## Max. :364.00 Max. :37.11 Max. :364.00 Max. :34.41
##
## RankSFDR SGDR RankSGDR PGDR
## Min. : 1.00 Min. : 8.03 Min. : 1.00 Min. : 7.71
## 1st Qu.: 91.75 1st Qu.:14.22 1st Qu.: 91.75 1st Qu.:12.60
## Median :182.50 Median :16.24 Median :182.50 Median :14.26
## Mean :182.50 Mean :16.52 Mean :182.50 Mean :14.74
## 3rd Qu.:273.25 3rd Qu.:18.64 3rd Qu.:273.25 3rd Qu.:16.51
## Max. :364.00 Max. :28.87 Max. :364.00 Max. :23.48
##
## RankPGDR Net.Rating Net.Rating.Rank Mapped.Conference.Name
## Min. : 1.00 Min. :-42.20000 Min. : 1 Length:364
## 1st Qu.: 91.75 1st Qu.: -9.30000 1st Qu.:2205 Class :character
## Median :182.50 Median : -1.75000 Median :4422 Mode :character
## Mean :182.50 Mean : -0.00192 Mean :4227
## 3rd Qu.:273.25 3rd Qu.: 7.60000 3rd Qu.:6394
## Max. :364.00 Max. : 38.00000 Max. :8313
##
## Mapped.ESPN.Team.Name Current.Coach Full.Team.Name Since
## Length:364 Length:364 Length:364 Min. :198485
## Class :character Class :character Class :character 1st Qu.:201819
## Mode :character Mode :character Mode :character Median :202122
## Mean :201946
## 3rd Qu.:202324
## Max. :202425
##
## Active.Coaching.Length Active.Coaching.Length.Index Seed
## Length:364 Min. : 1.000 Min. :0
## Class :character 1st Qu.: 2.000 1st Qu.:0
## Mode :character Median : 4.000 Median :0
## Mean : 5.742 Mean :0
## 3rd Qu.: 7.000 3rd Qu.:0
## Max. :40.000 Max. :0
##
## Region Post.Season.Tournament Post.Season.Tournament.Sorting.Index
## Length:364 Length:364 Min. :5
## Class :character Class :character 1st Qu.:5
## Mode :character Mode :character Median :5
## Mean :5
## 3rd Qu.:5
## Max. :5
##
## Top.12.in.AP.Top.25.During.Week.6.
## Length:364
## Class :character
## Mode :character
##
##
##
##
df %>% filter(Season == 2025) %>%
select(Seed, AdjEM, Net.Rating, AdjOE, Adjusted.Offensive.Efficiency,
Raw.Offensive.Efficiency, OE, eFGPct, FG2Pct, FG3Pct, ORPct,
FTRate, BlockPct, Experience, ARate, StlRate, DFP,
Avg.Possession.Length..Defense., FTPct, EffectiveHeight,
OffFT, Def2PtFG)
## Seed AdjEM Net.Rating AdjOE Adjusted.Offensive.Efficiency
## 1 0 38.0870000 38.0 128.1000 128.1
## 2 0 35.5678000 35.6 128.7340 128.8
## 3 0 35.3956000 35.4 123.5060 123.6
## 4 0 34.8972000 34.9 127.2930 127.3
## 5 0 30.9073000 30.9 119.6780 119.7
## 6 0 30.6962000 30.7 126.8450 126.9
## 7 0 28.0678000 28.1 125.3140 125.4
## 8 0 27.8208000 27.8 118.1550 118.2
## 9 0 27.3128000 27.3 123.6340 123.7
## 10 0 27.0189000 27.0 119.4790 119.5
## 11 0 26.5985000 26.6 117.9780 118.0
## 12 0 26.2714000 26.3 123.1450 123.2
## 13 0 25.9166000 25.9 113.5490 113.6
## 14 0 25.8199000 25.8 122.8420 122.9
## 15 0 24.3634000 24.3 125.3780 125.4
## 16 0 24.3129000 24.3 123.9260 124.0
## 17 0 24.0850000 24.1 116.3100 116.4
## 18 0 23.9511000 23.9 118.6960 118.7
## 19 0 23.8541000 23.9 124.2140 124.3
## 20 0 23.6288000 23.6 121.6910 121.7
## 21 0 23.2751000 23.3 116.0110 116.1
## 22 0 23.1346000 23.1 115.3610 115.4
## 23 0 22.6862000 22.6 118.3040 118.3
## 24 0 22.3941000 22.4 123.0330 123.1
## 25 0 22.0957000 22.1 117.9130 118.0
## 26 0 21.8146000 21.8 116.8550 116.9
## 27 0 21.5565000 21.6 117.7160 117.8
## 28 0 21.6445000 21.6 116.4940 116.5
## 29 0 21.1228000 21.1 120.8430 120.9
## 30 0 20.8522000 20.9 116.8230 116.9
## 31 0 20.1248000 20.2 118.8210 118.9
## 32 0 20.2130000 20.2 116.7020 116.7
## 33 0 19.5556000 19.6 118.9320 119.0
## 34 0 19.3599000 19.4 122.0080 122.1
## 35 0 19.3133000 19.3 115.4940 115.5
## 36 0 19.1372000 19.1 117.0450 117.1
## 37 0 18.3544000 18.3 117.6730 117.7
## 38 0 18.3331000 18.3 119.0520 119.1
## 39 0 18.2159000 18.2 114.9720 115.0
## 40 0 17.6828000 17.7 112.9620 113.0
## 41 0 17.3591000 17.4 112.5270 112.6
## 42 0 17.1723000 17.2 115.4670 115.5
## 43 0 17.1603000 17.1 116.7700 116.8
## 44 0 16.7361000 16.7 116.6800 116.7
## 45 0 16.6140000 16.6 116.1270 116.2
## 46 0 16.4687000 16.5 113.9390 114.0
## 47 0 16.3105000 16.3 109.8360 109.9
## 48 0 16.2098000 16.2 113.6720 113.7
## 49 0 16.1756000 16.2 116.6420 116.7
## 50 0 16.1469000 16.2 118.0150 118.1
## 51 0 15.5771000 15.6 113.5580 113.6
## 52 0 15.2222000 15.2 120.7520 120.8
## 53 0 15.1114000 15.1 109.0600 109.1
## 54 0 14.7999000 14.8 110.5600 110.6
## 55 0 14.8920000 14.8 113.3060 113.3
## 56 0 14.2735000 14.3 118.3190 118.4
## 57 0 14.1620000 14.2 115.9120 116.0
## 58 0 14.1483000 14.1 112.6550 112.7
## 59 0 13.7314000 13.7 114.3400 114.4
## 60 0 13.6804000 13.6 114.7070 114.7
## 61 0 13.6356000 13.6 115.6940 115.7
## 62 0 13.1925000 13.2 111.8720 111.9
## 63 0 12.9857000 13.0 116.6910 116.7
## 64 0 12.8452000 12.9 107.7230 107.8
## 65 0 12.8603000 12.8 119.6050 119.6
## 66 0 12.7306000 12.7 111.7640 111.8
## 67 0 12.1760000 12.2 109.4110 109.5
## 68 0 12.0202000 12.0 110.2500 110.3
## 69 0 11.5973000 11.6 115.4230 115.5
## 70 0 11.4319000 11.4 110.4950 110.5
## 71 0 11.2088000 11.2 112.5560 112.6
## 72 0 11.1674000 11.1 108.1960 108.2
## 73 0 11.0120000 11.0 115.6450 115.7
## 74 0 11.2770000 10.9 115.1980 114.5
## 75 0 10.6069000 10.7 112.4100 112.5
## 76 0 10.7534000 10.7 115.0550 115.1
## 77 0 10.5687000 10.6 116.1610 116.2
## 78 0 10.6084000 10.6 111.0840 111.1
## 79 0 9.9359800 9.9 112.7850 112.8
## 80 0 9.5208500 9.6 108.8200 108.9
## 81 0 9.5839900 9.6 105.3820 105.4
## 82 0 9.5046900 9.5 112.2140 112.3
## 83 0 9.4889600 9.4 112.7020 112.7
## 84 0 9.3095500 9.3 118.4450 118.5
## 85 0 9.3541000 9.3 116.3010 116.3
## 86 0 8.8133100 8.9 105.8140 105.9
## 87 0 8.8274500 8.8 108.3840 108.4
## 88 0 8.6261700 8.6 109.0710 109.1
## 89 0 8.5076700 8.5 110.1630 110.2
## 90 0 8.3959500 8.4 108.8150 108.9
## 91 0 7.9452200 7.9 110.1640 110.2
## 92 0 7.5136600 7.5 107.5520 107.6
## 93 0 7.1323700 7.2 107.7220 107.8
## 94 0 7.0829100 7.1 111.3350 111.4
## 95 0 7.1064000 7.1 111.5340 111.6
## 96 0 6.9251500 7.0 106.8240 106.9
## 97 0 6.9940300 7.0 112.1770 112.2
## 98 0 6.8653900 6.9 107.7180 107.8
## 99 0 6.6832600 6.7 113.3460 113.4
## 100 0 6.3424600 6.3 107.7580 107.8
## 101 0 5.8657800 5.9 109.9090 110.0
## 102 0 5.6291400 5.6 106.2810 106.3
## 103 0 5.2615900 5.3 110.7140 110.8
## 104 0 5.1507200 5.2 109.3330 109.4
## 105 0 5.1447000 5.2 112.3430 112.4
## 106 0 5.0834300 5.1 109.1070 109.2
## 107 0 5.0453200 5.0 109.1050 109.1
## 108 0 4.9035800 4.9 115.1950 115.2
## 109 0 4.9056100 4.9 111.9920 112.0
## 110 0 4.8832400 4.9 117.1800 117.2
## 111 0 4.9054400 4.9 107.7530 107.8
## 112 0 4.7924700 4.8 106.0580 106.1
## 113 0 4.6501900 4.7 111.3510 111.4
## 114 0 4.5960000 4.6 108.0280 108.1
## 115 0 4.4416600 4.5 112.3180 112.4
## 116 0 4.4015000 4.4 112.6150 112.7
## 117 0 4.3926600 4.4 110.4290 110.5
## 118 0 4.3573700 4.4 109.7160 109.8
## 119 0 4.2618600 4.3 109.1100 109.2
## 120 0 4.2784800 4.3 109.1760 109.2
## 121 0 4.1461700 4.1 113.6840 113.7
## 122 0 4.1051700 4.1 107.4720 107.5
## 123 0 4.0352100 4.0 112.0760 112.1
## 124 0 3.9229500 3.9 111.6790 111.7
## 125 0 3.6893900 3.7 108.9750 109.0
## 126 0 3.7730800 3.7 107.6030 107.6
## 127 0 3.4740200 3.5 113.6570 113.7
## 128 0 3.3768200 3.4 112.3640 112.4
## 129 0 3.1255900 3.2 107.1270 107.2
## 130 0 2.8796800 2.9 106.1430 106.2
## 131 0 2.9483900 2.9 104.3710 104.4
## 132 0 2.8158700 2.8 113.8720 114.0
## 133 0 2.8033600 2.8 115.4510 115.5
## 134 0 2.7407500 2.8 109.7220 109.8
## 135 0 2.6919900 2.7 106.7840 106.8
## 136 0 2.6773500 2.7 105.5410 105.6
## 137 0 2.2944500 2.3 109.6400 109.7
## 138 0 2.0654000 2.1 107.0420 107.1
## 139 0 1.9335900 2.0 111.9090 112.0
## 140 0 1.8847700 1.9 106.8100 106.9
## 141 0 1.8988900 1.9 106.4470 106.5
## 142 0 1.7621500 1.8 107.3090 107.4
## 143 0 1.7744100 1.8 107.2070 107.3
## 144 0 1.5757600 1.6 104.1670 104.2
## 145 0 1.6392200 1.6 108.5680 108.6
## 146 0 1.5396200 1.5 109.7580 109.8
## 147 0 1.5742900 1.5 110.1870 110.2
## 148 0 1.5533800 1.5 108.7950 108.8
## 149 0 0.8920900 0.8 108.1890 108.2
## 150 0 0.6839980 0.7 106.8380 106.9
## 151 0 0.6553720 0.7 110.4050 110.5
## 152 0 0.6294560 0.6 107.3640 107.4
## 153 0 0.6398740 0.6 106.8620 106.9
## 154 0 0.6491780 0.6 106.1030 106.1
## 155 0 0.5345050 0.6 104.2070 104.3
## 156 0 0.5195660 0.5 111.0990 111.1
## 157 0 0.3988520 0.4 110.8460 110.9
## 158 0 0.4037920 0.4 105.3600 105.4
## 159 0 0.2520810 0.3 106.0190 106.1
## 160 0 0.2978010 0.3 103.4500 103.5
## 161 0 0.1885150 0.2 106.4520 106.5
## 162 0 0.0712060 0.1 110.5170 110.6
## 163 0 -0.0479318 0.0 108.3550 108.4
## 164 0 -0.0956877 -0.1 107.3200 107.4
## 165 0 -0.1774880 -0.1 102.0220 102.1
## 166 0 -0.0790135 -0.1 109.0510 109.1
## 167 0 -0.3128590 -0.3 105.9200 106.0
## 168 0 -0.4022660 -0.4 103.7160 103.8
## 169 0 -0.5613490 -0.5 101.1100 101.2
## 170 0 -0.5206240 -0.5 106.3330 106.4
## 171 0 -0.5796720 -0.5 110.0160 110.1
## 172 0 -0.6879730 -0.7 108.1620 108.2
## 173 0 -0.7746440 -0.8 105.6790 105.7
## 174 0 -0.8389680 -0.9 106.9850 107.0
## 175 0 -0.9645930 -1.0 110.3930 110.4
## 176 0 -1.1499700 -1.1 106.8450 106.9
## 177 0 -1.3189800 -1.3 107.1740 107.2
## 178 0 -1.6243100 -1.4 105.8440 105.5
## 179 0 -1.4615700 -1.5 101.7550 101.8
## 180 0 -1.5756200 -1.6 109.5870 109.6
## 181 0 -1.5961300 -1.6 107.5770 107.6
## 182 0 -1.7415300 -1.7 105.4410 105.5
## 183 0 -1.7444000 -1.8 99.7977 99.8
## 184 0 -1.7227600 -1.8 109.6910 109.7
## 185 0 -2.0205600 -2.0 105.3120 105.4
## 186 0 -1.9818000 -2.0 103.6010 103.6
## 187 0 -2.0591200 -2.1 103.9800 104.0
## 188 0 -2.1717700 -2.2 99.8644 99.9
## 189 0 -2.2703600 -2.3 106.3020 106.3
## 190 0 -2.4056800 -2.4 103.0640 103.1
## 191 0 -2.4337800 -2.5 107.1990 107.2
## 192 0 -2.5299500 -2.6 113.4940 113.5
## 193 0 -2.7852500 -2.7 100.4520 100.6
## 194 0 -2.7432400 -2.7 105.6490 105.7
## 195 0 -2.8078900 -2.8 104.5890 104.6
## 196 0 -2.8415900 -2.9 103.4820 103.5
## 197 0 -2.9807300 -3.0 107.4420 107.5
## 198 0 -3.0045300 -3.0 109.4200 109.5
## 199 0 -3.1007900 -3.1 105.3860 105.4
## 200 0 -3.1040100 -3.1 106.1270 106.2
## 201 0 -3.0917800 -3.1 109.0440 109.1
## 202 0 -3.2179100 -3.2 109.0760 109.1
## 203 0 -3.2909300 -3.3 106.2720 106.3
## 204 0 -3.3018400 -3.3 101.8930 101.9
## 205 0 -3.2871000 -3.3 102.1630 102.2
## 206 0 -3.4535500 -3.5 100.5780 100.6
## 207 0 -3.4134500 -3.5 98.7929 98.8
## 208 0 -3.6352300 -3.6 103.1780 103.3
## 209 0 -3.6946600 -3.7 103.6560 103.7
## 210 0 -3.7861100 -3.8 105.9650 106.0
## 211 0 -3.8527400 -3.8 100.7180 100.8
## 212 0 -3.8609100 -3.9 105.8620 105.9
## 213 0 -3.8951300 -3.9 105.9560 106.0
## 214 0 -3.9953300 -4.0 102.0370 102.1
## 215 0 -4.1286400 -4.1 102.3530 102.4
## 216 0 -4.1151200 -4.1 103.7620 103.8
## 217 0 -4.2209300 -4.2 106.4270 106.5
## 218 0 -4.3278300 -4.3 101.9340 102.0
## 219 0 -4.4639500 -4.5 97.7669 97.8
## 220 0 -4.5478700 -4.5 101.6500 101.7
## 221 0 -4.4740000 -4.5 97.9591 98.0
## 222 0 -4.5951900 -4.6 103.8110 103.8
## 223 0 -4.6794900 -4.6 109.4960 109.6
## 224 0 -4.7387400 -4.8 103.1990 103.2
## 225 0 -4.9033700 -4.9 102.7640 102.8
## 226 0 -5.0382200 -5.0 107.4580 107.5
## 227 0 -5.0683400 -5.1 99.1694 99.2
## 228 0 -5.2773900 -5.2 106.4210 106.5
## 229 0 -5.2375500 -5.2 102.6380 102.7
## 230 0 -5.3020800 -5.3 107.3210 107.4
## 231 0 -5.4055800 -5.4 104.5260 104.6
## 232 0 -5.5760200 -5.6 109.3750 109.4
## 233 0 -5.7050800 -5.7 102.6200 102.7
## 234 0 -5.7104900 -5.7 98.9492 99.0
## 235 0 -5.8572100 -5.8 100.4440 100.5
## 236 0 -5.9584000 -5.9 102.1190 102.2
## 237 0 -5.8577100 -5.9 108.4590 108.5
## 238 0 -6.0255100 -6.0 103.0620 103.1
## 239 0 -6.0534600 -6.1 106.3760 106.4
## 240 0 -6.1248400 -6.1 109.3120 109.4
## 241 0 -6.1280200 -6.1 112.1080 112.2
## 242 0 -6.2315300 -6.2 108.6340 108.7
## 243 0 -6.1766000 -6.2 104.7440 104.8
## 244 0 -6.1815300 -6.2 99.1762 99.2
## 245 0 -6.2782800 -6.3 101.0580 101.1
## 246 0 -6.3889900 -6.4 101.0580 101.1
## 247 0 -6.5132000 -6.5 97.1614 97.2
## 248 0 -6.5769200 -6.6 106.0470 106.1
## 249 0 -6.5198100 -6.6 104.2940 104.3
## 250 0 -6.9891300 -7.0 102.6530 102.7
## 251 0 -7.2279500 -7.3 99.4814 99.5
## 252 0 -7.4083200 -7.4 100.3250 100.4
## 253 0 -7.4545300 -7.4 102.8330 102.9
## 254 0 -7.3342600 -7.4 102.2040 102.2
## 255 0 -7.5181900 -7.5 96.6829 96.7
## 256 0 -7.6475100 -7.6 101.2790 101.4
## 257 0 -7.6555200 -7.7 100.8910 100.9
## 258 0 -7.7779400 -7.8 104.5510 104.6
## 259 0 -7.9264300 -7.9 109.5690 109.6
## 260 0 -7.9323200 -8.0 104.6830 104.7
## 261 0 -8.0037600 -8.0 98.2766 98.3
## 262 0 -8.0130500 -8.0 104.7450 104.8
## 263 0 -8.0414000 -8.1 99.2819 99.3
## 264 0 -8.1430800 -8.2 103.0780 103.1
## 265 0 -8.2296000 -8.2 106.4570 106.5
## 266 0 -8.1427700 -8.2 107.7830 107.8
## 267 0 -8.5722600 -8.5 103.9110 104.0
## 268 0 -8.6215400 -8.7 101.3970 101.4
## 269 0 -8.9125900 -8.9 105.8020 105.9
## 270 0 -9.0408800 -9.0 103.2530 103.3
## 271 0 -9.1144200 -9.1 97.1243 97.2
## 272 0 -9.1361800 -9.1 102.3480 102.4
## 273 0 -9.2536500 -9.3 101.8570 101.9
## 274 0 -9.3369200 -9.3 103.5170 103.6
## 275 0 -9.4613800 -9.4 107.3100 107.4
## 276 0 -9.5526700 -9.5 106.3820 106.5
## 277 0 -9.5515000 -9.5 95.1140 95.2
## 278 0 -9.5977400 -9.6 101.7850 101.8
## 279 0 -9.5325300 -9.6 100.5990 100.6
## 280 0 -9.5919000 -9.6 96.5850 96.6
## 281 0 -9.7176100 -9.7 104.3640 104.4
## 282 0 -10.1975000 -10.2 100.6950 100.7
## 283 0 -10.3160000 -10.3 100.1500 100.2
## 284 0 -10.2547000 -10.3 101.4710 101.5
## 285 0 -10.4019000 -10.4 94.8778 94.9
## 286 0 -10.3799000 -10.4 93.0954 93.1
## 287 0 -10.5765000 -10.6 97.2659 97.3
## 288 0 -10.5539000 -10.6 100.2760 100.3
## 289 0 -10.6762000 -10.7 98.1462 98.2
## 290 0 -10.8797000 -10.9 98.9854 99.0
## 291 0 -10.9410000 -10.9 103.9930 104.1
## 292 0 -11.0011000 -11.0 101.8000 101.8
## 293 0 -11.0004000 -11.0 101.7400 101.8
## 294 0 -10.9858000 -11.0 101.4690 101.5
## 295 0 -11.1325000 -11.1 98.2275 98.3
## 296 0 -11.2611000 -11.3 99.4562 99.5
## 297 0 -11.4252000 -11.4 94.9180 95.0
## 298 0 -11.3268000 -11.4 97.5930 97.6
## 299 0 -11.3891000 -11.4 106.5350 106.6
## 300 0 -11.4415000 -11.4 101.2270 101.3
## 301 0 -11.7435000 -11.8 101.8960 101.9
## 302 0 -11.9895000 -12.0 99.6903 99.7
## 303 0 -12.0864000 -12.1 101.8600 101.9
## 304 0 -12.3016000 -12.3 100.8490 100.9
## 305 0 -12.2708000 -12.3 99.0618 99.1
## 306 0 -12.3601000 -12.4 100.4770 100.5
## 307 0 -12.5335000 -12.5 101.6560 101.7
## 308 0 -12.5341000 -12.5 98.7324 98.8
## 309 0 -12.5012000 -12.5 98.3605 98.4
## 310 0 -12.5417000 -12.6 98.9677 99.0
## 311 0 -12.7836000 -12.8 99.7020 99.7
## 312 0 -13.2474000 -13.2 103.6260 103.7
## 313 0 -13.2855000 -13.3 101.6970 101.7
## 314 0 -13.3703000 -13.3 109.5250 109.6
## 315 0 -13.3838000 -13.4 93.5484 93.6
## 316 0 -13.5110000 -13.5 97.7500 97.8
## 317 0 -13.8680000 -13.8 98.8262 98.9
## 318 0 -13.7174000 -13.8 101.4960 101.5
## 319 0 -13.8877000 -13.9 101.8430 101.9
## 320 0 -13.9624000 -14.0 95.1470 95.2
## 321 0 -14.1402000 -14.1 101.1300 101.2
## 322 0 -14.2390000 -14.2 100.8380 100.9
## 323 0 -14.3697000 -14.3 102.7210 102.8
## 324 0 -14.5143000 -14.5 99.8903 99.9
## 325 0 -14.6083000 -14.7 97.6006 97.6
## 326 0 -14.7821000 -14.7 94.1183 94.2
## 327 0 -14.8144000 -14.8 97.6768 97.7
## 328 0 -14.8983000 -14.9 102.8860 102.9
## 329 0 -15.0317000 -15.0 100.4580 100.5
## 330 0 -15.0785000 -15.1 96.5379 96.6
## 331 0 -15.4426000 -15.5 101.6010 101.6
## 332 0 -15.7260000 -15.7 101.9080 102.0
## 333 0 -15.9208000 -16.0 98.1779 98.2
## 334 0 -16.1027000 -16.1 100.7350 100.8
## 335 0 -16.4085000 -16.4 97.0185 97.1
## 336 0 -16.5489000 -16.6 98.2845 98.3
## 337 0 -17.0245000 -17.1 95.0938 95.1
## 338 0 -17.1165000 -17.1 95.2680 95.3
## 339 0 -17.5967000 -17.5 96.3090 96.4
## 340 0 -17.5288000 -17.6 98.4002 98.4
## 341 0 -17.6634000 -17.7 103.7970 103.8
## 342 0 -17.9327000 -17.9 95.3580 95.4
## 343 0 -17.8343000 -17.9 98.7980 98.8
## 344 0 -18.1466000 -18.1 94.3442 94.4
## 345 0 -18.0971000 -18.1 92.2253 92.3
## 346 0 -18.1656000 -18.2 97.6939 97.7
## 347 0 -18.2195000 -18.2 99.0436 99.1
## 348 0 -18.3530000 -18.3 96.1254 96.2
## 349 0 -18.3363000 -18.3 99.3635 99.4
## 350 0 -18.2857000 -18.3 96.8984 96.9
## 351 0 -18.3904000 -18.4 93.9265 94.0
## 352 0 -19.3017000 -19.3 99.4075 99.5
## 353 0 -20.2953000 -20.3 93.2417 93.3
## 354 0 -20.6378000 -20.6 101.2190 101.3
## 355 0 -21.5507000 -21.5 93.8358 93.9
## 356 0 -21.7971000 -21.8 94.9736 95.0
## 357 0 -22.1468000 -22.1 95.5533 95.6
## 358 0 -22.6702000 -22.7 95.7733 95.8
## 359 0 -22.9138000 -23.0 99.0013 99.0
## 360 0 -23.5544000 -23.6 91.9958 92.0
## 361 0 -24.3182000 -24.3 87.3312 87.4
## 362 0 -24.3209000 -24.4 91.8903 91.9
## 363 0 -26.1062000 -26.1 95.0210 95.1
## 364 0 -42.2232000 -42.2 82.5490 82.6
## Raw.Offensive.Efficiency OE eFGPct FG2Pct FG3Pct ORPct
## 1 124.6 124.5680 57.44898 58.13953 37.74011 35.42260
## 2 121.5 121.5000 55.94636 56.26598 36.98630 34.59062
## 3 117.1 117.1370 52.76058 49.13522 39.78979 36.49374
## 4 119.8 119.8460 54.99022 56.57093 35.30726 38.20225
## 5 114.1 114.1070 52.92350 54.01530 34.31122 35.91954
## 6 119.2 119.1550 56.55658 59.85599 35.12658 34.99157
## 7 119.9 119.8830 55.45546 54.33996 37.89238 34.25760
## 8 112.7 112.7200 51.29151 53.91850 30.59581 35.76779
## 9 121.2 121.2390 55.71429 57.76664 34.42390 32.68379
## 10 113.8 113.8200 54.56204 55.07845 35.78501 32.16981
## 11 115.1 115.1100 53.90071 52.71013 37.37518 31.52174
## 12 117.1 117.0990 54.58055 55.45723 35.74514 28.25688
## 13 109.9 109.9130 49.44496 51.43238 29.95461 37.46106
## 14 116.0 115.9750 53.00995 55.25915 32.52149 36.26667
## 15 120.4 120.3670 56.19748 56.73250 36.96203 33.73272
## 16 116.9 116.9230 56.00098 55.94937 37.38208 28.68217
## 17 109.4 109.4030 47.47264 47.99666 31.06796 42.04545
## 18 115.1 115.0720 53.63171 52.32558 37.15047 33.72835
## 19 117.0 117.0290 56.33387 55.50737 38.45070 30.96647
## 20 115.1 115.1200 52.31898 57.27029 31.14919 36.00668
## 21 109.0 109.0040 53.14496 53.36323 35.15065 30.41958
## 22 114.9 114.8610 50.86842 51.81675 32.64984 40.52111
## 23 113.9 113.8800 53.65916 57.32673 33.15678 32.04225
## 24 117.2 117.2040 57.18274 58.64440 37.07983 33.30300
## 25 110.7 110.6940 51.08422 51.01180 34.12798 25.35446
## 26 112.4 112.3950 52.96816 53.08017 35.17964 32.82876
## 27 112.2 112.2130 52.03488 54.91434 32.46073 30.11647
## 28 110.5 110.4860 55.04315 58.55263 33.54430 33.04598
## 29 113.2 113.1970 51.54127 51.22378 34.67532 35.57348
## 30 115.9 115.8920 52.52824 54.12844 33.82688 37.01707
## 31 113.2 113.1520 51.74224 55.16956 31.37698 34.07643
## 32 110.0 110.0170 52.24806 53.03030 34.00268 30.55304
## 33 113.5 113.4880 54.17062 54.85327 35.33931 29.21635
## 34 118.1 118.1480 55.53496 57.28782 35.44776 35.57505
## 35 110.2 110.1520 52.51381 53.84615 33.48348 36.10315
## 36 111.3 111.2560 56.00962 60.56782 34.20195 26.88275
## 37 111.9 111.8560 53.52972 52.55537 36.76056 28.97727
## 38 112.6 112.5810 54.94297 54.57944 36.96498 26.46776
## 39 116.5 116.5360 55.28684 56.01336 36.36364 25.67308
## 40 107.9 107.9310 52.73153 54.35855 33.28612 27.56120
## 41 108.7 108.6910 50.77153 50.62362 34.05573 31.54907
## 42 111.6 111.5840 53.90539 51.31810 38.82353 25.19763
## 43 112.9 112.9030 52.53479 51.80908 35.90463 29.78541
## 44 113.2 113.2060 52.23543 56.44841 31.09354 33.33333
## 45 112.5 112.5460 55.80504 56.97897 36.15385 26.52860
## 46 108.1 108.1400 49.76935 49.68847 33.28336 31.17444
## 47 105.0 104.9840 50.66626 51.64835 32.76923 29.34010
## 48 107.7 107.7430 51.13039 52.59843 32.12025 31.49819
## 49 115.3 115.2970 54.67866 53.72425 37.62811 36.72014
## 50 113.0 113.0400 51.66751 53.59256 32.53769 32.15821
## 51 111.3 111.2810 54.10923 52.35435 38.38863 34.22509
## 52 118.7 118.7000 55.99241 57.70677 35.76923 34.62264
## 53 102.6 102.6410 49.97286 50.85599 32.62662 25.87601
## 54 106.3 106.2620 50.88250 52.64874 32.01058 32.28895
## 55 107.6 107.6090 51.55815 53.30317 32.51445 26.78571
## 56 115.6 115.6380 54.85464 51.11759 39.79849 30.15717
## 57 114.5 114.5080 55.50761 54.62345 37.67644 32.82236
## 58 113.3 113.2930 53.82372 54.56410 35.03521 36.04520
## 59 114.4 114.3870 53.27314 53.16682 35.63748 34.67049
## 60 111.2 111.2210 54.07366 55.59441 34.25926 28.61357
## 61 112.4 112.4160 52.21502 52.44240 34.59530 29.04718
## 62 111.0 110.9870 58.03188 57.59717 39.00256 19.24324
## 63 110.3 110.3250 54.56744 54.27632 36.74419 28.22026
## 64 107.7 107.7240 51.94414 51.17253 35.60127 28.61244
## 65 114.9 114.8580 56.75545 56.56814 38.01653 25.13181
## 66 110.1 110.1130 53.04090 54.67557 33.95062 29.00627
## 67 103.6 103.6430 50.59187 51.80723 32.52241 29.40156
## 68 111.8 111.7850 52.26658 51.14007 36.08618 32.49139
## 69 107.5 107.5320 49.36954 48.63749 33.60752 32.37868
## 70 103.8 103.8410 48.87608 49.81096 31.61004 30.35714
## 71 104.1 104.1360 51.44336 49.80952 35.75064 25.17857
## 72 103.5 103.5160 49.35466 52.94627 28.50318 26.79245
## 73 112.2 112.1750 52.61344 52.11946 35.56188 29.59685
## 74 117.1 117.8700 54.73949 53.54839 38.18898 33.86912
## 75 108.3 108.3060 51.71414 53.89671 32.61131 34.92741
## 76 108.9 108.8520 50.56730 51.29450 32.85917 30.78246
## 77 109.5 109.5400 53.04610 51.71773 36.64430 26.44860
## 78 110.1 110.1260 52.53623 53.27553 34.45190 29.84155
## 79 110.4 110.4450 53.72549 55.28674 34.08072 27.42090
## 80 101.9 101.8790 50.56787 51.89655 32.22061 28.92112
## 81 105.5 105.5250 51.59314 51.48042 34.52991 32.06967
## 82 109.2 109.2100 50.43837 50.00000 34.03727 31.05862
## 83 115.5 115.4880 55.91635 56.69456 36.70151 24.13108
## 84 121.3 121.3420 56.41581 57.37123 36.61581 33.98821
## 85 115.5 115.5290 54.58880 54.46097 36.54485 31.82819
## 86 100.3 100.2740 46.80000 47.75510 30.00000 33.01887
## 87 104.8 104.8240 50.44133 52.07297 31.80556 31.58829
## 88 104.8 104.8020 51.08753 55.21127 30.48780 29.46429
## 89 104.7 104.6610 49.86157 50.77855 32.15385 30.19713
## 90 105.4 105.3680 50.70729 52.33798 31.66397 29.69035
## 91 110.8 110.7850 49.26050 50.51635 31.79872 33.95349
## 92 104.8 104.8330 49.72618 49.62343 33.28051 27.27273
## 93 104.6 104.5590 50.35300 49.88142 34.12256 30.54852
## 94 108.0 107.9910 51.69402 50.80440 35.45198 29.63964
## 95 112.9 112.9380 56.78060 54.45920 40.00000 26.31058
## 96 107.1 107.1330 51.04972 52.95587 31.52709 32.58004
## 97 106.9 106.8550 52.12766 51.05105 35.61151 33.18057
## 98 108.6 108.5530 50.08523 53.86200 30.29151 38.58195
## 99 115.6 115.5640 55.49423 55.83104 36.72566 32.79279
## 100 101.0 101.0450 48.25613 48.02687 32.45342 30.98346
## 101 111.3 111.2550 55.47904 55.27544 37.22871 25.59834
## 102 105.6 105.6180 50.22371 51.89003 31.41026 28.03030
## 103 105.3 105.3060 52.65700 49.94720 37.51763 22.36025
## 104 107.4 107.3610 56.32689 59.78774 35.27357 23.62525
## 105 114.7 114.6690 52.21741 53.72881 33.03438 35.45706
## 106 109.4 109.4100 51.81670 51.48903 35.03521 35.42435
## 107 103.4 103.4460 50.61296 50.09074 34.36989 27.50965
## 108 115.3 115.3440 56.45798 57.48194 36.81592 25.77963
## 109 115.5 115.4500 51.72759 51.45929 34.82014 33.50427
## 110 117.8 117.8020 51.18402 50.80028 34.74576 38.48123
## 111 107.2 107.2370 53.33145 53.76344 35.16043 29.24710
## 112 106.8 106.7520 50.70340 51.57179 32.51418 30.93180
## 113 108.1 108.1490 47.80220 48.15409 31.48148 34.74510
## 114 107.6 107.6000 50.61418 53.21806 31.33333 32.14612
## 115 110.9 110.8750 53.21744 53.77932 34.92268 30.74890
## 116 113.7 113.7080 54.63945 53.97614 36.93182 34.61538
## 117 106.0 105.9970 51.04379 51.93036 32.81493 31.37931
## 118 105.2 105.1540 52.67394 53.33979 34.60246 27.22420
## 119 107.6 107.6110 49.56622 49.13400 33.54430 30.99134
## 120 106.3 106.3410 50.80386 52.92553 31.70732 30.65371
## 121 112.8 112.7820 53.27913 54.61140 34.54545 35.54545
## 122 108.6 108.6420 50.82353 53.57143 31.70103 28.33656
## 123 114.5 114.5000 57.34797 58.90909 36.53846 25.15658
## 124 109.5 109.4570 56.66492 57.99821 36.52393 31.30352
## 125 106.7 106.7450 52.50000 53.45572 34.09786 29.30283
## 126 105.2 105.1590 48.30367 48.34495 32.15385 28.83046
## 127 117.3 117.2670 57.80460 58.12236 38.29532 21.42857
## 128 111.6 111.6470 54.82478 52.93578 38.11149 27.18447
## 129 103.8 103.8210 49.31034 52.16017 30.59418 32.54494
## 130 103.8 103.7510 49.97185 49.20635 33.98438 32.93904
## 131 102.0 101.9540 46.17197 46.07477 30.89172 32.52896
## 132 115.5 115.5450 58.26693 60.38710 37.34610 26.01726
## 133 119.1 119.1100 58.23208 56.54450 39.79592 26.23491
## 134 112.6 112.5970 53.59179 54.51092 34.80742 33.63007
## 135 105.3 105.3490 48.74346 50.10973 30.20258 31.94444
## 136 107.0 107.0360 48.66738 50.42808 30.50847 35.74007
## 137 110.6 110.5770 53.59589 53.16901 36.00000 29.99054
## 138 110.1 110.1370 51.33745 50.73290 34.91620 35.25862
## 139 112.6 112.6320 56.02716 56.57328 36.94875 24.60317
## 140 109.5 109.5240 50.19966 48.87365 34.69945 35.65460
## 141 105.6 105.5590 49.40205 48.66920 33.66477 29.10584
## 142 109.9 109.8670 51.42777 53.10458 31.85053 39.82890
## 143 109.0 108.9780 50.66425 48.00839 36.18234 31.14428
## 144 102.1 102.0960 46.53524 46.29803 31.30148 29.87974
## 145 109.3 109.2760 52.08946 52.75362 34.03614 27.24551
## 146 108.7 108.7400 52.36134 53.27014 34.07311 24.35775
## 147 108.2 108.1610 49.50495 48.96116 33.49754 32.32498
## 148 109.8 109.8460 54.62754 52.36052 38.09524 27.57282
## 149 107.5 107.5070 52.80997 53.34572 34.61538 28.25670
## 150 109.8 109.7600 50.89374 51.26050 33.47518 34.02836
## 151 111.0 111.0450 51.14251 49.85836 35.59603 33.82789
## 152 110.2 110.1930 55.19304 54.06190 37.76398 27.60618
## 153 107.1 107.0900 47.94912 46.69421 33.37989 35.28919
## 154 107.4 107.3910 52.37092 51.75747 35.52632 26.54155
## 155 102.7 102.6870 50.27871 50.70159 33.10345 22.76576
## 156 112.5 112.4580 53.49087 52.49344 36.71766 29.15129
## 157 111.6 111.5860 56.36201 57.27788 36.52597 22.57019
## 158 103.0 102.9980 49.29619 47.69797 34.73344 25.35478
## 159 107.2 107.2380 52.77450 53.04420 34.74747 31.90429
## 160 100.4 100.4270 47.86486 48.02867 31.74387 23.52438
## 161 103.3 103.3430 51.23735 50.33050 35.04868 31.01145
## 162 109.9 109.9270 50.66054 50.00000 34.30750 32.00380
## 163 110.2 110.1550 53.30265 54.96049 33.75706 31.17904
## 164 103.7 103.6850 50.55340 49.10630 35.08065 26.81359
## 165 102.3 102.2610 47.24901 44.25676 35.57858 35.54758
## 166 111.5 111.5120 54.74352 53.95538 37.12213 22.02557
## 167 104.4 104.4430 48.27676 48.63344 31.74367 33.30442
## 168 105.2 105.2480 49.30636 49.57045 32.50883 34.50980
## 169 103.0 102.9560 49.71135 48.80174 34.00936 27.53479
## 170 108.1 108.1160 49.94650 50.97518 32.25371 32.95945
## 171 109.5 109.5390 49.91722 48.19277 35.80247 32.02555
## 172 110.2 110.1530 53.86313 54.07341 35.68345 29.97033
## 173 104.7 104.7310 48.10127 45.55749 34.97758 30.61578
## 174 105.7 105.7490 51.06762 51.07632 34.03614 30.01969
## 175 106.0 105.9830 51.00243 46.98318 38.26772 30.30000
## 176 107.9 107.9420 48.42499 49.29926 31.21212 33.82997
## 177 106.7 106.6990 50.13151 53.23610 30.59701 34.09290
## 178 106.0 106.4220 51.60494 49.94041 35.59539 26.39752
## 179 104.2 104.1510 50.13951 47.38176 37.00658 35.19395
## 180 107.3 107.2660 55.22212 55.99613 36.32163 27.60033
## 181 110.7 110.7300 52.61438 54.86799 31.21019 32.54565
## 182 102.4 102.3680 48.92325 47.56801 34.44816 28.83046
## 183 105.0 104.9900 52.18418 53.66516 32.93718 26.54127
## 184 110.8 110.7630 49.71354 47.74775 34.93827 32.38342
## 185 106.1 106.0680 52.78884 53.84615 34.25926 20.72336
## 186 100.6 100.6060 50.32468 49.45274 34.39768 29.95261
## 187 106.8 106.7760 52.17746 51.94805 35.04399 33.01708
## 188 101.0 101.0320 49.35519 49.29445 32.95739 20.75134
## 189 106.2 106.2430 48.57641 47.76828 33.23353 33.71681
## 190 106.9 106.9210 51.01918 50.62278 34.55882 35.59322
## 191 105.9 105.9350 49.68821 46.14604 36.11825 27.04225
## 192 108.6 108.6410 51.94700 55.05717 31.32022 28.22736
## 193 103.4 103.3690 50.53405 49.68711 34.33476 22.77778
## 194 105.1 105.0660 51.55192 51.02041 35.06711 30.29440
## 195 105.3 105.2760 49.18605 49.48980 32.35294 30.91787
## 196 104.3 104.2700 49.72633 51.14035 31.58661 27.73852
## 197 108.8 108.8230 50.21251 50.88634 32.84884 36.29032
## 198 109.2 109.1560 50.74799 49.36102 36.21399 35.09804
## 199 105.5 105.4960 49.77564 51.15385 31.34615 32.13898
## 200 109.6 109.6010 53.37655 53.92245 35.04043 23.93567
## 201 110.8 110.7820 51.98251 52.37668 34.16667 29.72441
## 202 108.3 108.2670 54.56897 56.61680 35.01722 26.18817
## 203 107.7 107.7110 52.34588 52.64188 34.64858 31.11511
## 204 103.9 103.8630 51.33751 51.11111 34.49367 24.00000
## 205 104.6 104.5820 49.75897 52.13930 31.32251 29.30884
## 206 104.3 104.3080 50.50147 51.68539 31.97026 33.43080
## 207 93.9 93.9184 44.74576 43.86677 31.16883 31.21739
## 208 104.4 104.3990 51.13342 52.12187 33.12000 30.12959
## 209 104.5 104.5040 51.05519 51.32890 33.69565 31.41798
## 210 108.0 107.9730 47.79366 48.33333 31.23939 38.30228
## 211 104.3 104.2880 51.96645 51.00262 35.91065 22.02020
## 212 105.3 105.2620 47.71414 47.26962 32.28454 26.48557
## 213 109.0 108.9890 51.31258 52.31054 32.91367 32.12121
## 214 103.6 103.5710 48.39531 50.65681 29.79866 33.45102
## 215 100.4 100.4260 45.14099 46.62212 28.01252 34.27673
## 216 105.2 105.2230 47.51674 46.91358 32.37082 33.98927
## 217 103.4 103.3890 49.65035 48.92966 34.00576 27.62614
## 218 104.6 104.6450 48.94886 47.77184 34.01254 31.76044
## 219 95.7 95.6706 46.68915 47.82609 28.88350 30.06924
## 220 103.7 103.7290 49.97034 51.47808 31.91489 24.55621
## 221 98.6 98.5937 48.87153 48.14443 33.24213 25.75188
## 222 101.5 101.5440 46.05063 44.46970 32.82443 30.53312
## 223 111.1 111.0590 56.36111 55.40661 38.61968 27.83920
## 224 102.6 102.6470 50.61889 53.12500 30.95652 30.87912
## 225 105.1 105.1240 53.83784 54.44546 35.30962 25.99445
## 226 105.3 105.3060 51.68675 50.62500 35.42857 32.77723
## 227 100.3 100.2880 49.52140 47.17286 36.61710 30.38570
## 228 103.3 103.3090 48.66117 49.07652 32.04969 31.52709
## 229 101.3 101.3220 48.74541 46.52712 35.16295 33.13725
## 230 108.3 108.2860 53.72093 55.75540 34.53725 26.15830
## 231 106.8 106.8050 51.20919 49.67860 36.10619 29.55466
## 232 109.4 109.4390 55.06135 54.08163 37.69231 22.43590
## 233 103.9 103.9450 49.80706 50.32318 32.69494 31.02821
## 234 100.3 100.2910 47.22709 47.41907 31.22807 34.44339
## 235 103.5 103.5350 48.43366 47.53019 33.05439 32.85421
## 236 104.6 104.6180 51.80442 51.10643 35.11053 23.76726
## 237 110.1 110.1290 50.74328 50.29528 34.24284 32.63158
## 238 100.1 100.0640 48.37523 49.71815 31.18280 19.31244
## 239 105.9 105.8570 48.24903 45.26398 37.18200 35.64815
## 240 112.5 112.5420 50.07858 51.71836 31.56425 29.99150
## 241 111.5 111.5210 50.51308 50.53841 33.63309 29.89510
## 242 109.2 109.1790 54.57022 56.33673 34.15061 26.10132
## 243 104.9 104.9250 51.67164 55.43860 31.82927 30.80041
## 244 101.2 101.1850 49.04363 49.47146 32.32462 26.15830
## 245 101.1 101.1360 47.86902 47.29412 32.66564 30.00831
## 246 101.8 101.8130 50.92081 49.12281 35.98673 32.11753
## 247 96.8 96.7697 46.25229 45.08507 32.24700 27.63533
## 248 106.9 106.9270 51.14046 49.71751 35.76159 34.48276
## 249 107.8 107.7870 50.28670 49.39647 34.48276 31.51458
## 250 104.3 104.2520 50.62500 49.77578 34.46328 32.93173
## 251 101.9 101.9030 47.89291 47.76346 32.09169 39.11620
## 252 101.7 101.6700 50.95132 50.14085 34.76454 30.98859
## 253 105.3 105.2650 49.39792 49.54463 32.78464 28.79342
## 254 104.4 104.4430 51.34902 52.54970 32.64957 33.77609
## 255 96.3 96.2576 46.14310 47.44000 28.75696 31.07747
## 256 101.5 101.4560 50.57432 52.24719 32.03390 24.76636
## 257 97.4 97.4179 46.10794 45.62951 31.32353 27.01839
## 258 105.4 105.3820 48.33620 49.61165 30.99579 25.43618
## 259 110.2 110.1850 53.19797 54.02426 34.99530 27.98635
## 260 106.1 106.1400 54.15301 54.58846 35.70505 23.69439
## 261 97.1 97.0866 48.78555 51.49701 29.88338 22.61790
## 262 106.7 106.7040 51.01163 50.41171 34.50226 31.37584
## 263 101.6 101.5690 48.97225 49.82847 31.79487 28.84141
## 264 104.8 104.8140 51.91657 53.11973 32.99320 33.36466
## 265 106.6 106.5570 50.41819 49.84326 34.37991 32.33743
## 266 108.6 108.5810 49.67777 50.31334 32.48322 33.70593
## 267 103.4 103.3980 47.19602 44.18605 35.24962 29.75000
## 268 102.3 102.3180 49.52301 51.55642 31.16711 27.17391
## 269 102.4 102.3800 50.14577 49.84488 33.68984 23.91931
## 270 106.4 106.3740 49.26432 50.24631 31.67883 32.35816
## 271 101.4 101.4380 49.88318 51.54350 31.41524 30.57199
## 272 104.7 104.6920 48.01567 46.84385 33.33333 31.26050
## 273 103.5 103.5280 48.69707 47.13896 34.00810 25.78671
## 274 107.1 107.1220 51.32858 51.03093 34.55497 26.36555
## 275 107.9 107.9210 51.76199 51.49834 34.69880 28.87189
## 276 108.3 108.2840 52.62985 53.88769 33.78151 25.88369
## 277 94.8 94.7754 46.67294 48.75622 28.74150 34.56670
## 278 104.3 104.3030 47.25959 45.64460 32.94529 28.25917
## 279 99.6 99.6008 49.07919 49.28806 32.54190 25.96899
## 280 98.4 98.4347 47.45042 46.20811 33.12203 30.46661
## 281 106.3 106.3120 52.39044 52.35023 34.97024 29.69052
## 282 101.9 101.9280 51.12468 49.07787 36.37931 21.35193
## 283 101.0 101.0280 44.09136 45.04644 28.25485 36.41221
## 284 99.5 99.4807 48.14498 50.32140 29.71342 28.84615
## 285 99.0 98.9900 47.66780 48.80342 30.27211 32.26415
## 286 89.8 89.7728 45.87989 45.02814 32.24044 28.09365
## 287 98.6 98.5583 48.18182 48.38188 31.86120 28.84283
## 288 101.3 101.2580 48.48485 50.22831 31.00775 25.24085
## 289 101.9 101.8820 50.22409 49.67136 34.02778 23.99635
## 290 102.9 102.9210 49.82568 49.47064 33.57771 25.54814
## 291 102.5 102.5000 49.42966 49.88610 32.57143 26.92703
## 292 102.6 102.6140 50.93486 52.46377 32.26324 26.91903
## 293 102.4 102.3720 47.62443 48.54995 31.06332 34.67249
## 294 103.3 103.2830 47.02381 49.34464 28.18898 34.35940
## 295 95.8 95.7726 46.76282 47.24335 30.51181 30.14403
## 296 98.0 97.9916 45.69756 46.34921 29.68750 29.86279
## 297 98.6 98.5721 44.66180 42.39482 32.18589 36.98347
## 298 97.8 97.7624 47.93616 49.82548 29.80626 28.07018
## 299 107.3 107.3190 55.23669 53.79443 38.36672 19.41545
## 300 102.5 102.4720 50.17783 51.13208 32.37640 24.36399
## 301 99.3 99.3081 48.76791 47.90476 33.38129 26.17080
## 302 100.6 100.6450 48.70716 50.67358 30.65903 31.18081
## 303 99.0 98.9555 49.20786 46.97581 35.32423 28.51197
## 304 102.6 102.5530 50.74627 49.08896 35.10507 24.95345
## 305 101.4 101.3830 50.17825 50.66530 33.00283 32.45614
## 306 102.8 102.7540 50.14603 50.67698 32.89086 28.59941
## 307 104.7 104.7330 48.79899 47.64940 35.47401 34.00211
## 308 101.5 101.5080 50.33475 50.53038 33.33333 26.13169
## 309 101.2 101.2410 49.08309 49.65720 32.18232 25.90867
## 310 95.3 95.2939 50.09282 50.54022 33.07791 22.73603
## 311 100.2 100.2490 51.56434 52.58883 33.42736 25.35070
## 312 105.9 105.8510 53.48542 52.57202 36.63366 28.99669
## 313 102.7 102.6750 47.67687 48.07256 31.17338 32.22707
## 314 109.3 109.3340 50.42143 46.17143 36.76845 30.56895
## 315 94.3 94.2697 44.10112 42.62877 31.72269 30.01894
## 316 97.0 97.0194 45.74932 44.98239 31.33047 25.88134
## 317 102.0 101.9910 51.59337 50.69860 35.44974 26.87831
## 318 100.8 100.7500 50.63898 50.83732 33.60768 27.70833
## 319 103.2 103.1560 53.05457 49.58848 38.51541 23.21244
## 320 97.0 97.0352 47.29242 46.94444 31.95876 26.28516
## 321 103.0 102.9650 52.03379 51.75055 34.94152 23.55415
## 322 102.8 102.7810 51.05003 49.38821 35.41667 26.35897
## 323 105.5 105.5270 50.11947 49.86425 33.74341 34.57395
## 324 103.0 102.9860 49.68997 52.10728 30.82192 25.79143
## 325 98.4 98.3786 46.11268 45.44000 31.80952 33.57934
## 326 96.0 96.0029 45.01401 47.64353 26.69903 29.99136
## 327 98.2 98.1713 45.93909 45.47206 31.22677 31.15234
## 328 103.7 103.7080 49.96578 48.54981 34.43114 22.56637
## 329 102.2 102.2060 49.44169 47.65306 34.81013 28.97561
## 330 94.7 94.6543 49.18320 51.12867 31.40097 28.09612
## 331 104.8 104.7690 49.04126 49.51745 31.55080 34.08203
## 332 101.8 101.7510 47.71930 45.77735 33.83234 29.49309
## 333 100.0 99.9799 46.34015 45.81152 31.46067 28.60825
## 334 100.8 100.8060 50.93656 52.18855 32.98429 18.35507
## 335 98.2 98.1718 45.83781 46.30872 30.00000 26.99336
## 336 100.8 100.8210 47.87363 45.38813 35.20871 27.89318
## 337 96.2 96.1809 45.59628 43.88379 33.26923 31.90559
## 338 93.6 93.6196 45.42125 46.28975 29.65779 25.80952
## 339 97.5 97.4868 48.81797 51.37131 30.37634 24.83599
## 340 98.7 98.7009 49.77169 53.07414 29.41176 25.32957
## 341 104.6 104.5990 53.66005 53.87978 35.58106 20.24202
## 342 96.5 96.4789 48.01917 49.07193 31.15220 27.35382
## 343 100.6 100.6060 48.63968 45.82463 35.70128 22.19731
## 344 95.0 94.9907 47.15698 45.37713 32.66332 17.79661
## 345 94.0 94.0259 43.73642 41.53132 31.59923 31.80328
## 346 99.2 99.1678 47.44009 50.15641 29.64652 28.54686
## 347 101.1 101.1270 50.15985 46.64634 37.41379 27.93651
## 348 96.4 96.4496 45.02544 43.11377 32.50000 29.01786
## 349 96.9 96.9460 45.86957 45.96078 30.44248 31.64557
## 350 98.4 98.3878 47.18943 48.35076 29.66418 26.09489
## 351 90.6 90.6471 44.16928 46.05138 27.02206 25.85551
## 352 100.7 100.6710 50.23838 50.19120 33.54430 24.05941
## 353 95.1 95.1264 45.32333 45.03250 30.53435 27.67695
## 354 102.1 102.1490 51.53430 53.23077 32.75109 25.64356
## 355 94.9 94.9100 47.13631 46.80851 31.74157 27.35426
## 356 95.2 95.1747 46.89679 49.49109 29.16667 27.21585
## 357 98.1 98.0998 48.15732 48.59038 31.53595 24.52830
## 358 94.4 94.4018 45.65657 44.69453 31.52174 27.05167
## 359 98.0 97.9873 51.16557 48.41998 36.70520 18.32994
## 360 94.8 94.8255 45.09804 44.32379 30.79057 33.91154
## 361 88.7 88.6941 43.98353 44.21642 28.99408 26.51515
## 362 90.2 90.1502 44.40258 43.40309 30.56653 22.58065
## 363 96.8 96.8030 50.26675 52.57634 30.98592 26.34055
## 364 79.4 79.3707 42.10165 41.64194 28.76404 22.66112
## FTRate BlockPct Experience ARate StlRate DFP
## 1 31.68367 10.499577 1.9471600 58.28989 0.10453951 NA
## 2 33.35020 16.584158 2.7942100 55.48589 0.10091113 NA
## 3 28.43137 16.159496 2.6448900 44.94382 0.12694928 NA
## 4 31.94716 12.429379 2.4201200 52.89855 0.11005525 NA
## 5 34.04372 16.498994 2.9275200 60.55156 0.10684665 NA
## 6 40.31083 10.120311 2.9967800 54.20842 0.07981390 NA
## 7 29.72973 8.116883 2.6491000 58.35996 0.09662976 NA
## 8 37.74381 13.412409 1.6128300 61.73121 0.08093525 NA
## 9 30.85714 8.319185 2.9830600 61.86845 0.10666950 NA
## 10 38.47758 10.231317 2.8147100 53.91304 0.13277830 NA
## 11 32.77609 11.867220 2.1482300 50.05359 0.11146602 NA
## 12 33.50489 5.944625 2.5946000 54.63687 0.07696113 NA
## 13 30.57354 15.066079 2.3430100 53.91753 0.13012955 NA
## 14 37.01493 12.170213 2.7337400 57.56303 0.11037492 NA
## 15 46.84874 7.489362 2.6726100 49.02597 0.13381030 NA
## 16 35.85834 11.290323 3.0535300 56.73469 0.09261567 NA
## 17 41.68838 13.918630 2.9751900 47.68461 0.11074223 NA
## 18 28.18414 10.411199 3.0246600 52.25523 0.11256822 NA
## 19 34.62158 5.268109 1.7367500 57.72180 0.09831533 NA
## 20 34.59536 9.139073 1.0791700 51.94532 0.06026945 NA
## 21 24.32432 13.061564 3.6390000 60.89677 0.08927556 NA
## 22 31.42105 10.370370 1.6933800 57.12630 0.09723919 NA
## 23 35.10747 8.057676 3.1753000 52.13004 0.09383371 NA
## 24 30.15228 9.756098 1.9284400 59.78947 0.10356498 NA
## 25 35.60262 12.354086 3.4698200 53.36374 0.12579367 NA
## 26 32.91959 10.503282 2.2324400 60.53241 0.12159838 NA
## 27 26.06589 10.912343 2.0794000 49.51034 0.13155281 NA
## 28 35.92233 9.539208 2.2455800 58.33333 0.07907439 NA
## 29 31.03448 8.190476 2.7405800 53.45838 0.11099923 NA
## 30 31.36095 15.313653 2.6508100 56.76329 0.12498266 NA
## 31 31.64678 14.097744 2.2720500 53.33333 0.13065294 NA
## 32 33.38501 10.072522 2.6842400 54.41176 0.10308772 NA
## 33 34.83412 9.701493 2.2572200 50.74627 0.08259078 NA
## 34 30.61441 17.857143 1.7519000 64.01766 0.08098665 NA
## 35 39.83425 14.716312 1.8621900 47.55662 0.11260478 NA
## 36 28.52564 10.911701 2.6512800 63.29966 0.05389155 NA
## 37 35.82803 9.792028 2.1592300 47.94989 0.09224239 NA
## 38 39.59804 6.785714 2.2918200 52.01381 0.11165085 NA
## 39 34.08324 7.367281 1.1162100 56.50061 0.14265146 NA
## 40 35.53590 15.352697 1.5731000 53.23661 0.10754589 NA
## 41 37.77999 14.273281 2.4775000 51.53846 0.11742807 NA
## 42 37.18372 7.155026 3.5394500 63.91509 0.10988336 NA
## 43 36.58052 11.736717 2.8535700 47.47040 0.09063572 NA
## 44 39.44539 7.200000 2.1316600 56.02484 0.07946127 NA
## 45 31.59912 8.103448 2.3937600 62.75626 0.07747006 NA
## 46 31.31727 10.651974 2.2341900 55.81395 0.10296185 NA
## 47 32.04119 18.549346 1.5289800 50.68493 0.11272121 NA
## 48 33.07045 9.200344 2.2764200 58.43858 0.08382768 NA
## 49 36.65810 10.311958 2.7803700 55.08021 0.11529399 NA
## 50 34.00707 11.369740 2.3752800 50.05599 0.12816675 NA
## 51 38.97137 12.869565 3.1448800 52.05784 0.10631546 NA
## 52 37.63557 9.391125 2.1613000 61.14222 0.12488684 NA
## 53 25.62432 11.582670 2.1429500 56.52174 0.11415498 NA
## 54 23.39889 11.731392 2.1946300 50.90090 0.11090742 NA
## 55 36.00445 9.145129 2.7938600 52.45700 0.10137782 NA
## 56 28.85354 7.763023 2.8859800 49.04988 0.08922341 NA
## 57 28.88325 8.506944 2.1324200 58.47826 0.09311511 NA
## 58 42.96824 8.476518 0.3268410 54.17237 0.14564397 NA
## 59 35.66591 11.836283 2.7635500 50.12077 0.13330393 NA
## 60 37.94643 11.250000 2.4870600 57.80886 0.11358022 NA
## 61 34.19773 12.500000 2.6838400 51.43885 0.10808554 NA
## 62 31.33047 7.759372 1.8907200 61.20907 0.09274495 NA
## 63 36.43203 8.390411 2.5138300 56.85619 0.09142409 NA
## 64 36.69222 8.892482 1.7394200 60.88517 0.09264236 NA
## 65 25.95642 11.048839 1.7955100 59.84174 0.09259749 NA
## 66 34.98385 9.191489 1.7706500 51.76887 0.09524884 NA
## 67 27.63767 9.178744 2.5701200 58.99533 0.10852282 NA
## 68 37.00947 8.361970 2.8655400 45.83333 0.12229819 NA
## 69 36.27546 11.044328 2.2090000 52.34286 0.10592274 NA
## 70 43.28530 7.833333 1.8920600 54.65587 0.08403410 NA
## 71 35.89325 12.116041 2.0454900 51.24378 0.07601874 NA
## 72 36.13917 12.676056 2.1386500 45.82278 0.10588222 NA
## 73 37.90925 10.324484 2.9400300 59.41846 0.10614921 NA
## 74 31.82674 12.068966 1.6989200 54.19355 0.08340400 NA
## 75 36.97257 10.191638 2.0365700 66.39053 0.09185000 NA
## 76 36.20423 10.245902 1.5692900 47.74566 0.09934762 NA
## 77 37.26674 6.904232 2.8812800 55.54217 0.06011462 NA
## 78 32.60870 14.071856 2.2284300 56.91057 0.09162289 NA
## 79 37.31092 12.434692 2.9246100 58.81657 0.09506254 NA
## 80 36.34397 11.111111 1.3208400 58.37379 0.10278153 NA
## 81 42.40196 10.673575 2.8197000 51.14710 0.11001860 NA
## 82 29.65446 9.607352 1.3937900 54.10226 0.10361288 NA
## 83 31.37039 7.749382 2.6803500 54.42890 0.09901735 NA
## 84 37.62859 7.191781 2.3714300 44.94505 0.08708592 NA
## 85 38.91538 8.565737 1.4504800 55.21092 0.09505282 NA
## 86 33.54667 10.658915 1.9217500 49.87179 0.11277149 NA
## 87 25.75286 11.090909 1.7779900 53.55893 0.11627974 NA
## 88 32.46684 11.714507 2.0964100 48.80668 0.10090178 NA
## 89 31.45072 12.851064 3.1878500 61.18090 0.09275446 NA
## 90 39.39064 14.100186 1.3404400 50.00000 0.10766683 NA
## 91 34.20802 11.622465 2.0608600 51.01810 0.10211439 NA
## 92 35.81599 11.450382 2.1155900 49.56413 0.09912065 NA
## 93 31.16490 10.158201 1.9040000 55.25114 0.08306025 NA
## 94 31.76284 5.110132 2.0488000 44.18331 0.08308545 NA
## 95 32.41455 11.152416 2.0010300 52.84738 0.09205724 NA
## 96 43.42541 12.852405 2.6119500 52.65700 0.12776869 NA
## 97 29.56901 9.151973 1.8971400 51.17720 0.07426523 NA
## 98 37.78409 12.785388 1.0862700 55.64304 0.13661845 NA
## 99 26.79378 9.747899 1.3951300 58.72340 0.10329473 NA
## 100 41.63488 8.582449 2.8394000 51.72855 0.12536115 NA
## 101 35.20958 9.036743 1.7599600 52.51534 0.08825886 NA
## 102 30.87248 11.254019 1.3068500 42.62500 0.11237701 NA
## 103 26.38889 11.310085 1.5159100 63.59946 0.08924666 NA
## 104 29.81839 7.502131 2.9495900 57.03704 0.08853256 NA
## 105 37.80422 10.581506 2.6442700 54.38596 0.09652206 NA
## 106 35.79176 10.850801 1.8318600 56.07477 0.10446068 NA
## 107 34.50088 10.054348 2.4951300 50.78740 0.09022321 NA
## 108 31.47208 8.560677 1.7210600 60.84408 0.10074911 NA
## 109 30.84627 9.635173 1.8663500 42.43421 0.10793171 NA
## 110 31.52442 10.734463 1.7430400 53.36898 0.09466585 NA
## 111 32.01581 13.567362 2.4815000 60.51661 0.09123624 NA
## 112 41.61782 14.152542 0.7771720 57.89474 0.09322049 NA
## 113 38.86114 9.334353 2.3149400 41.16945 0.09019703 NA
## 114 40.81519 8.741259 1.6487100 55.76679 0.13039296 NA
## 115 33.16035 11.338583 2.0018500 56.62921 0.08483799 NA
## 116 29.26829 11.041009 1.9144200 55.87558 0.13410327 NA
## 117 33.14664 6.769984 2.4756600 49.94426 0.06939132 NA
## 118 27.41433 9.353079 2.1685200 60.23256 0.08859795 NA
## 119 31.75246 9.823183 1.6302000 42.60985 0.07113622 NA
## 120 32.31511 10.891089 2.5048000 45.84838 0.08893292 NA
## 121 31.05691 8.823529 2.1177300 54.99398 0.08544803 NA
## 122 33.58824 11.269615 0.6873630 56.00540 0.13483518 NA
## 123 33.44595 5.679862 2.1293200 52.51397 0.08468155 NA
## 124 32.40983 12.988048 1.6845900 59.31842 0.08903329 NA
## 125 35.00000 11.047070 1.2118000 57.52089 0.08598165 NA
## 126 32.25806 10.146174 2.4591500 51.57068 0.09766579 NA
## 127 33.96968 9.255725 1.3295300 52.06897 0.09732642 NA
## 128 26.05383 9.124088 1.3906200 60.08772 0.09962144 NA
## 129 38.79310 11.819021 1.2049600 50.47490 0.08900548 NA
## 130 30.01126 12.571429 2.1943400 54.68956 0.10414375 NA
## 131 34.45230 6.847826 1.7243000 45.56041 0.08554542 NA
## 132 28.48606 7.903056 1.4171200 61.26856 0.08471644 NA
## 133 32.62454 4.805077 1.4857100 55.17241 0.05294911 NA
## 134 31.18586 7.346491 0.7702490 49.02200 0.06304215 NA
## 135 35.18325 11.681856 2.8738800 44.64075 0.09605296 NA
## 136 30.01066 10.102041 2.1560200 46.08696 0.10925198 NA
## 137 35.44521 9.147425 1.2339400 64.60746 0.09254043 NA
## 138 38.42593 11.850649 1.4446600 60.71019 0.09186487 NA
## 139 30.67346 5.478088 1.9064800 54.25150 0.08715007 NA
## 140 33.20023 10.602911 1.9904000 50.73041 0.11651202 NA
## 141 41.23007 7.854730 2.8627300 48.86515 0.09437213 NA
## 142 38.01792 9.306743 2.0936900 49.45718 0.10579930 NA
## 143 29.83092 8.658009 2.1025700 48.45506 0.08914155 NA
## 144 42.29391 9.730849 2.0793800 51.31579 0.11901675 NA
## 145 35.13832 13.239719 0.8746820 56.60622 0.10867828 NA
## 146 29.15980 6.612319 1.9074200 56.86513 0.08196335 NA
## 147 28.71287 6.333631 1.2420300 47.66585 0.07634254 NA
## 148 29.68397 8.413672 2.5674600 58.29208 0.09113651 NA
## 149 41.07764 8.718861 2.2817000 51.43930 0.08124514 NA
## 150 30.78451 15.003990 2.6235000 49.06284 0.08872832 NA
## 151 41.25075 8.768473 1.0136100 44.27995 0.07920841 NA
## 152 28.71126 10.166359 1.2757300 55.73581 0.10775579 NA
## 153 28.40083 9.665428 2.1729400 41.41791 0.09550626 NA
## 154 34.61538 6.260434 2.1134600 58.67288 0.09038259 NA
## 155 29.04125 10.420168 2.5598400 50.63939 0.08157684 NA
## 156 36.35875 7.312253 1.7879900 49.53704 0.08461730 NA
## 157 36.20072 8.078231 2.5918200 49.33815 0.08951422 NA
## 158 36.95015 8.919203 1.5096800 51.02319 0.13834492 NA
## 159 36.71783 10.124164 1.3692500 51.36139 0.10462032 NA
## 160 32.10811 8.059701 1.7603000 44.08322 0.10665694 NA
## 161 30.82115 5.794393 1.0440600 51.46497 0.08134024 NA
## 162 30.44227 8.423913 2.3446600 45.78313 0.09087332 NA
## 163 47.69897 8.691983 2.6611100 43.81503 0.10408625 NA
## 164 31.48866 7.592892 1.8476400 50.83014 0.08782827 NA
## 165 28.98469 14.742968 1.2040500 56.57534 0.10442679 NA
## 166 29.06784 7.410882 1.9095800 47.55662 0.11384466 NA
## 167 29.71279 6.880000 2.1019900 45.59902 0.09706793 NA
## 168 31.04046 14.103924 1.8214600 52.29961 0.12109032 NA
## 169 35.15074 8.817829 2.2299100 51.50150 0.08552468 NA
## 170 34.83146 14.442568 2.3107700 53.31695 0.08998298 NA
## 171 45.19868 9.219269 2.3131300 40.84682 0.08781159 NA
## 172 23.06843 7.530120 2.1720100 50.70423 0.08352885 NA
## 173 33.13154 10.154125 1.9660300 42.80053 0.10561760 NA
## 174 35.11269 8.274021 1.9508200 56.01604 0.08973363 NA
## 175 36.33050 8.126858 1.3450900 49.44290 0.08496177 NA
## 176 35.23759 11.614005 2.6449500 49.75124 0.11047906 NA
## 177 31.66754 8.691835 1.2718000 51.08434 0.09854475 NA
## 178 25.30864 6.101695 1.6164700 55.81062 0.10089777 NA
## 179 28.23661 13.187856 1.5649000 50.25445 0.11306152 NA
## 180 26.84310 5.384615 0.8689010 52.88066 0.10384981 NA
## 181 38.08675 8.775510 2.1329000 48.89163 0.09380391 NA
## 182 31.52954 10.476190 1.7262900 45.33844 0.07602912 NA
## 183 25.91499 12.142152 1.6310000 50.44473 0.11195482 NA
## 184 25.98958 9.481216 1.4518300 46.98647 0.11965214 NA
## 185 31.87251 8.968254 2.1242800 52.00501 0.09168036 NA
## 186 30.40142 8.229665 1.7930100 48.22888 0.06502463 NA
## 187 24.16984 11.943987 0.7172050 48.39094 0.07479907 NA
## 188 24.44922 10.598291 1.2864800 49.68234 0.14556870 NA
## 189 43.28879 8.538732 1.8488600 50.89655 0.07142423 NA
## 190 43.76499 9.844055 1.3272400 56.53897 0.12662740 NA
## 191 29.02494 9.731877 2.4307200 48.09783 0.12560102 NA
## 192 26.39264 9.610154 2.4356900 46.99647 0.09371450 NA
## 193 30.50734 8.032129 1.5828100 57.92779 0.06838367 NA
## 194 34.19865 8.516484 1.4412600 52.41038 0.08738394 NA
## 195 34.70930 7.075963 2.1441700 46.17414 0.10039617 NA
## 196 34.92063 9.515571 2.0649700 53.87500 0.11411288 NA
## 197 38.79781 11.820782 1.1861300 48.45938 0.07771330 NA
## 198 36.01841 11.232877 1.8965800 52.64484 0.10040332 NA
## 199 35.83333 7.972665 1.5500000 48.92086 0.10350537 NA
## 200 33.54943 7.171636 1.8382800 49.41725 0.09979359 NA
## 201 34.40233 11.507937 2.1974300 45.62738 0.10107550 NA
## 202 35.86207 5.395683 1.1135600 57.84191 0.08951815 NA
## 203 33.71522 13.867356 1.7540700 59.82906 0.08631624 NA
## 204 28.85600 9.219858 0.9123420 48.17150 0.11114571 NA
## 205 36.42207 13.228346 1.8761700 51.38539 0.09744053 NA
## 206 34.27729 13.741224 0.9804490 48.57143 0.10670808 NA
## 207 32.88136 11.933702 1.7379600 50.70621 0.12411020 NA
## 208 27.97927 14.024390 1.7131500 54.08163 0.08445292 NA
## 209 28.03030 12.625418 1.5870500 49.70060 0.11263279 NA
## 210 34.36917 12.189860 0.6741250 47.85820 0.08627066 NA
## 211 27.93522 10.083256 2.2487900 55.66751 0.13189797 NA
## 212 33.57856 9.707904 1.4003200 45.18987 0.08528204 NA
## 213 45.42125 6.538049 1.7831500 49.79973 0.10695122 NA
## 214 31.12583 12.356792 1.7879200 52.44338 0.11424896 NA
## 215 34.03827 13.035714 1.3066500 48.20322 0.10720914 NA
## 216 30.24554 8.600000 1.8268100 42.14765 0.10572687 NA
## 217 31.61838 7.294118 1.1889000 59.47489 0.08625543 NA
## 218 33.06818 11.531191 1.5323400 51.39442 0.09256182 NA
## 219 37.15512 8.366534 1.3412300 51.56695 0.14201097 NA
## 220 29.65599 8.516746 1.6224600 53.97260 0.09783877 NA
## 221 25.34722 11.730205 1.4001300 55.60166 0.08830294 NA
## 222 31.39241 10.249554 1.8857600 45.13716 0.10193076 NA
## 223 27.05556 7.901444 1.9961800 52.32163 0.08091769 NA
## 224 39.93485 5.980651 1.5778800 49.41860 0.05216724 NA
## 225 36.70270 9.233449 1.7428800 51.97216 0.09412422 NA
## 226 36.98795 7.841410 1.7331700 53.40599 0.08154691 NA
## 227 28.99775 16.769547 1.1468300 52.62484 0.13053338 NA
## 228 32.85273 8.339829 1.8765300 52.08333 0.10590788 NA
## 229 32.19094 12.315271 0.8061720 53.31412 0.10199811 NA
## 230 35.58140 4.821601 1.7696700 61.99741 0.09769960 NA
## 231 31.25756 8.510638 1.7141400 47.38255 0.09415926 NA
## 232 30.01022 7.002188 1.1061300 50.75269 0.08981690 NA
## 233 31.25689 9.271523 1.8997600 54.20918 0.10879118 NA
## 234 38.12026 11.949686 0.6888580 49.16667 0.13020069 NA
## 235 30.89681 9.872611 1.3811200 48.05970 0.09401446 NA
## 236 29.45285 5.287147 2.5400400 52.05298 0.09756569 NA
## 237 30.93196 7.019231 0.8498870 56.56168 0.09214282 NA
## 238 29.67505 7.218935 2.1847700 51.70877 0.09120562 NA
## 239 34.51918 8.640674 1.3961300 38.03364 0.09767835 NA
## 240 45.41645 7.816483 1.8394900 38.31554 0.09734631 NA
## 241 35.45408 6.862745 1.8697900 45.56678 0.07439359 NA
## 242 31.59806 10.041841 2.5169200 52.36318 0.08239894 NA
## 243 22.74627 6.778087 1.7484700 57.00680 0.10469628 NA
## 244 29.76689 12.428843 2.4086100 49.64438 0.07971947 NA
## 245 37.73389 9.425878 1.4718200 49.44785 0.10190326 NA
## 246 34.25414 8.359457 1.1932000 49.93065 0.10717386 NA
## 247 38.33029 10.146341 1.5970700 47.51880 0.11326763 NA
## 248 27.49100 9.589041 1.8483600 46.10215 0.09803337 NA
## 249 29.64450 3.645320 2.2132300 52.36220 0.08219354 NA
## 250 26.50000 10.691824 1.2594300 50.34884 0.11042250 NA
## 251 28.01190 9.462151 0.7940440 56.32319 0.14009818 NA
## 252 31.33744 7.921715 1.4134700 60.00000 0.08696593 NA
## 253 37.27422 13.294314 0.4199600 48.27586 0.09965360 NA
## 254 41.38921 9.544282 0.9575610 47.30914 0.09682244 NA
## 255 35.99776 13.155386 1.2291300 47.59358 0.12704528 NA
## 256 24.39189 7.843137 1.3006600 54.43425 0.11088645 NA
## 257 36.37779 8.743633 0.4203920 43.98977 0.10405581 NA
## 258 42.74240 6.138107 1.8078000 51.91257 0.07689918 NA
## 259 24.82234 7.016248 1.5285900 53.59629 0.08432506 NA
## 260 22.56831 6.868867 1.2720500 52.40328 0.09537656 NA
## 261 31.10190 13.946281 1.2463700 52.56588 0.09019329 NA
## 262 26.35306 8.370837 1.2378700 61.68224 0.10373490 NA
## 263 29.80473 7.961165 1.5508400 46.44150 0.10689530 NA
## 264 36.24577 8.759757 1.7578300 39.44175 0.07403788 NA
## 265 33.76895 7.907743 1.7425000 43.85965 0.07124933 NA
## 266 33.56606 7.149577 1.0518800 45.14925 0.07581860 NA
## 267 36.74004 12.738302 1.6998300 49.61735 0.08680362 NA
## 268 34.17508 6.801619 2.6744300 54.11765 0.08764128 NA
## 269 32.24490 7.423581 1.9168300 61.44414 0.06463187 NA
## 270 29.47977 6.480648 2.2995400 45.71773 0.11705247 NA
## 271 22.37150 9.716981 1.1845700 55.77689 0.08876802 NA
## 272 33.83812 8.007449 1.2171400 52.80899 0.09632779 NA
## 273 28.93594 7.460036 0.9359650 49.54604 0.09756388 NA
## 274 44.45885 6.120434 2.3820300 51.37085 0.06693519 NA
## 275 33.62218 7.899628 0.7237510 48.67021 0.08234020 NA
## 276 29.45431 5.823068 2.0875800 60.14286 0.10254830 NA
## 277 32.26616 11.155378 1.6920200 51.44158 0.11618322 NA
## 278 30.29397 8.302920 1.6199300 44.98141 0.10881173 NA
## 279 30.50952 9.322779 0.8333420 46.41288 0.11716868 NA
## 280 28.89518 9.990301 1.7421900 51.70532 0.11717038 NA
## 281 33.01081 9.479554 1.8003600 46.82441 0.10084250 NA
## 282 31.49100 5.736894 1.6044200 51.30435 0.08529349 NA
## 283 30.93347 9.046455 1.4065700 43.63868 0.08265495 NA
## 284 32.81963 7.929104 1.3388600 49.66443 0.08250436 NA
## 285 27.58817 10.995851 1.0619200 44.19226 0.11567506 NA
## 286 41.48045 11.757720 0.4801490 46.32107 0.13189548 NA
## 287 35.88235 9.742351 1.5987600 52.87500 0.09572917 NA
## 288 37.45455 8.414239 0.7389340 48.38235 0.10927962 NA
## 289 30.53221 9.930314 1.1191800 59.43152 0.08389134 NA
## 290 34.45671 9.162562 1.2660900 43.60700 0.09966500 NA
## 291 28.89734 4.658077 1.5127500 55.70571 0.07269945 NA
## 292 31.06152 8.806262 0.3026390 52.55376 0.10967258 NA
## 293 34.38914 8.361582 0.2946190 51.12360 0.11434688 NA
## 294 30.95238 6.672932 1.2307200 45.29915 0.09772953 NA
## 295 36.15385 8.988764 1.0856100 48.31288 0.06682480 NA
## 296 30.49898 10.125448 0.5354400 45.77554 0.10231460 NA
## 297 34.68170 10.572687 1.1798900 45.34483 0.09623735 NA
## 298 33.79196 11.168385 1.8883200 56.93904 0.09379034 NA
## 299 31.59763 5.906822 1.7209400 50.43263 0.09849744 NA
## 300 34.73622 6.945863 1.7004600 42.68456 0.09672226 NA
## 301 33.63897 8.533554 1.6544500 51.56463 0.09329145 NA
## 302 43.89657 6.133540 2.2527600 47.51067 0.06591635 NA
## 303 35.48796 8.255159 1.6169100 49.33135 0.08072300 NA
## 304 28.87486 6.408228 0.9169100 59.29919 0.09219760 NA
## 305 30.71895 8.341811 1.3601400 48.76374 0.08975542 NA
## 306 29.26402 7.918969 1.2451600 54.75234 0.10255836 NA
## 307 36.34640 6.392694 1.6332200 44.81793 0.11380865 NA
## 308 31.64942 7.676349 0.9122390 43.52617 0.09313561 NA
## 309 32.14900 6.914434 0.9916870 53.51351 0.09706359 NA
## 310 35.39604 8.028546 1.7898500 62.94118 0.08679754 NA
## 311 23.84888 6.726014 0.6447690 50.33113 0.09077193 NA
## 312 35.67807 7.420814 1.8023500 57.02592 0.07906028 NA
## 313 29.61985 9.115282 1.6955400 50.61425 0.08219083 NA
## 314 34.13606 5.948718 0.2551600 53.24675 0.09061556 NA
## 315 32.95880 8.104887 1.0530500 45.95880 0.12366803 NA
## 316 29.75477 8.462238 2.0020400 45.20548 0.10610514 NA
## 317 33.65201 8.244423 1.8601100 51.62200 0.06459013 NA
## 318 36.67732 8.286778 0.7611220 52.38806 0.07303314 NA
## 319 22.18268 7.866184 1.1365200 48.21664 0.06467989 NA
## 320 35.07822 9.805654 0.8934030 48.48485 0.10064902 NA
## 321 30.35044 6.457926 1.2521800 51.40449 0.09302326 NA
## 322 31.43916 6.914894 1.1553700 60.37196 0.09081857 NA
## 323 39.78495 5.737705 1.4703900 54.64334 0.10388459 NA
## 324 25.76099 6.096362 1.7192300 50.19506 0.09047693 NA
## 325 30.36620 8.481675 0.9470450 43.53741 0.09988363 NA
## 326 35.96639 10.045249 0.9620450 42.30236 0.10882822 NA
## 327 37.56345 6.384977 1.6230700 48.12500 0.08097755 NA
## 328 34.97604 7.103825 1.6909700 39.83740 0.06797514 NA
## 329 34.42928 4.328224 0.7208960 49.19942 0.04809868 NA
## 330 28.00467 10.595447 0.7187810 61.57083 0.12320596 NA
## 331 35.67693 11.082251 1.4049200 43.69427 0.08359046 NA
## 332 31.63743 5.998033 1.9316500 48.79090 0.07594399 NA
## 333 25.40366 8.386509 1.7632100 51.00134 0.09908767 NA
## 334 37.03927 5.422222 1.1786500 59.27476 0.07163332 NA
## 335 31.20301 8.233276 0.9907430 44.35591 0.08771162 NA
## 336 30.68044 7.088123 1.0809100 43.41534 0.09517036 NA
## 337 28.93873 8.012487 0.9889720 43.90897 0.08406222 NA
## 338 27.04518 8.995816 0.5639280 48.80383 0.06841696 NA
## 339 32.74232 8.717949 0.7096710 52.87518 0.08790001 NA
## 340 30.36530 6.445498 0.0127775 47.87645 0.10129491 NA
## 341 26.48883 5.632184 1.3255700 52.36167 0.09263442 NA
## 342 31.30990 9.386282 0.7958250 53.27103 0.08609715 NA
## 343 30.92236 6.022727 0.7458730 57.48031 0.10108323 NA
## 344 31.58220 9.523810 1.1487000 52.13270 0.07899421 NA
## 345 29.32657 5.138889 1.8991600 54.78927 0.09537853 NA
## 346 28.81264 8.057395 0.6764010 56.14035 0.10372438 NA
## 347 27.23785 9.217877 1.2833300 38.31361 0.08208139 NA
## 348 31.14754 6.916996 1.6735900 51.50215 0.10075138 NA
## 349 33.85870 7.099036 0.6061740 50.13193 0.10398514 NA
## 350 28.83642 9.251559 0.0000000 51.05263 0.09960894 NA
## 351 39.18495 6.079665 0.9418470 41.52139 0.07110251 NA
## 352 33.07509 7.685512 0.8458300 45.45455 0.07198949 NA
## 353 27.36721 9.154930 0.6525860 41.89781 0.06952635 NA
## 354 37.72563 5.809524 1.0162200 54.30108 0.09468968 NA
## 355 26.40321 6.616257 0.5057070 46.33803 0.08377983 NA
## 356 32.77545 5.697674 0.2852800 52.24913 0.08285172 NA
## 357 33.77338 8.292282 1.1489500 47.49679 0.11247057 NA
## 358 35.62290 5.741127 0.6322360 46.36210 0.07743689 NA
## 359 23.31142 7.170172 1.1962000 47.73663 0.09307198 NA
## 360 38.58131 10.742188 0.8640710 53.35320 0.10945591 NA
## 361 36.41545 5.353535 0.8219450 50.40258 0.11314360 NA
## 362 26.80301 10.187668 0.7945000 48.51904 0.10565359 NA
## 363 32.83936 6.269270 0.6584230 52.20294 0.09604641 NA
## 364 30.28846 4.734300 1.0210600 41.71220 0.08655187 NA
## Avg.Possession.Length..Defense. FTPct EffectiveHeight OffFT Def2PtFG
## 1 19.1 78.42190 2.08 17.78021 50.02447
## 2 17.7 74.50683 0.82 18.17172 51.18994
## 3 18.8 73.68421 -0.58 16.56467 43.13929
## 4 17.7 71.36294 1.40 17.17023 51.29841
## 5 18.6 73.35474 1.24 19.08939 46.38554
## 6 16.5 71.80723 2.38 20.37607 53.11653
## 7 18.0 76.43098 -0.28 17.00375 53.27354
## 8 17.5 78.07263 1.73 22.31537 50.04669
## 9 18.4 80.09259 0.70 18.15320 50.30461
## 10 18.0 75.74526 1.22 21.07843 47.55120
## 11 18.0 75.27048 0.72 18.62333 53.70892
## 12 17.4 82.79570 1.39 20.26316 49.65695
## 13 18.3 68.98638 0.32 17.57903 47.37810
## 14 17.7 78.49462 0.36 21.51013 46.50774
## 15 17.6 72.53363 1.45 23.21493 49.24087
## 16 16.8 73.79973 1.38 19.11190 49.18288
## 17 18.3 69.50000 -0.46 23.38099 39.92640
## 18 19.1 76.58802 1.53 16.75268 52.05353
## 19 17.6 73.02326 0.52 18.32685 51.15090
## 20 16.5 75.92339 1.82 20.06508 56.53940
## 21 18.0 71.11111 1.87 13.99602 48.46894
## 22 17.4 69.51424 1.31 17.67462 56.72098
## 23 17.7 74.78134 1.00 19.65517 50.04405
## 24 18.1 70.53872 0.41 15.68114 44.97649
## 25 17.7 73.79603 -0.68 20.45544 44.78243
## 26 18.2 70.32787 1.18 17.93478 44.50785
## 27 18.9 72.30483 0.75 15.33307 50.75155
## 28 18.1 72.07207 3.21 19.04006 49.89078
## 29 18.1 74.57912 -0.69 18.33609 46.92687
## 30 18.7 74.78559 1.32 18.25031 49.56298
## 31 17.7 69.98492 0.30 17.62918 43.56355
## 32 17.9 76.31579 1.75 19.60239 52.96882
## 33 17.7 73.74150 -0.21 19.16549 50.22866
## 34 18.0 79.06574 0.66 17.89350 48.19599
## 35 17.4 71.70596 1.65 21.38131 48.60234
## 36 17.7 73.97004 2.93 15.85072 55.65294
## 37 17.2 74.81481 -0.54 20.02379 49.38377
## 38 17.6 79.42387 0.20 22.25211 49.79757
## 39 18.4 74.75248 -1.28 18.72675 43.79487
## 40 17.3 73.35286 2.20 19.81804 49.82964
## 41 17.9 68.37945 1.40 20.28136 48.91832
## 42 18.0 79.43787 0.49 21.50581 52.29277
## 43 17.9 74.86413 0.53 20.65992 48.77850
## 44 17.9 78.04878 -0.05 22.76151 52.08333
## 45 18.3 77.81629 -0.47 18.03937 49.70787
## 46 18.1 73.32242 0.98 18.74477 47.15162
## 47 18.4 66.72968 1.79 17.42349 40.75269
## 48 17.6 70.58824 1.67 18.58518 50.75922
## 49 18.3 72.08976 2.20 19.46232 46.01619
## 50 17.7 74.73997 -1.18 19.74097 48.05683
## 51 17.6 71.02041 -0.03 20.36676 47.75737
## 52 19.0 70.17291 0.31 19.08307 45.21277
## 53 17.8 72.03390 0.20 15.58918 51.59113
## 54 18.1 66.81034 1.39 13.31615 54.67958
## 55 17.6 74.80680 1.15 20.71031 45.06419
## 56 18.0 80.03802 0.27 17.38951 44.18500
## 57 17.6 72.75923 1.41 15.91696 51.13685
## 58 18.1 70.73906 -1.33 22.01878 51.18790
## 59 18.6 70.72785 -0.79 19.14347 42.67740
## 60 17.6 75.58824 0.96 20.96248 50.57269
## 61 18.3 78.19905 1.88 20.38715 46.93427
## 62 17.3 65.16634 -0.78 14.95957 56.70103
## 63 17.3 74.63127 -0.39 19.94482 50.90325
## 64 16.8 80.59701 0.73 22.15839 50.09416
## 65 17.8 70.52239 0.39 13.88685 53.38403
## 66 16.8 71.69231 0.71 19.12187 55.11031
## 67 17.7 69.08752 1.12 15.87505 53.98346
## 68 18.3 77.69653 0.53 21.57360 47.70115
## 69 17.4 77.67380 1.82 22.20099 52.49622
## 70 17.5 71.50466 0.62 24.04837 53.63080
## 71 16.9 72.38240 1.29 20.16061 49.20311
## 72 17.3 75.62112 0.62 21.68299 44.00551
## 73 18.1 75.45455 0.87 21.37339 48.28532
## 74 17.1 73.96450 -0.67 17.69703 40.98093
## 75 17.7 63.90870 2.18 18.59693 47.09957
## 76 17.7 71.79487 1.26 20.44625 51.97421
## 77 17.0 74.22680 1.77 20.68117 56.32184
## 78 17.8 74.28571 0.59 18.73499 53.74059
## 79 18.6 70.27027 1.51 19.61442 42.17082
## 80 17.5 75.44643 1.40 21.32941 47.81893
## 81 18.4 70.80925 0.47 22.53910 43.66412
## 82 17.5 78.78261 2.43 18.80448 52.29712
## 83 17.9 79.64912 0.56 18.26227 55.81181
## 84 18.0 76.40288 0.67 20.30593 50.59814
## 85 18.3 78.86677 0.83 21.94291 47.24556
## 86 18.4 64.70588 0.56 18.82516 50.11369
## 87 18.3 70.56452 1.48 15.26385 48.41054
## 88 17.3 71.40523 0.37 18.49344 52.73885
## 89 17.9 66.37324 1.11 17.30946 51.81533
## 90 18.0 71.68508 2.14 21.77927 45.53687
## 91 17.3 73.08229 -0.46 20.23947 50.75269
## 92 18.3 71.71254 0.63 20.52516 47.06406
## 93 17.3 68.60841 0.85 17.51342 46.94561
## 94 17.5 74.00000 1.01 18.52315 50.83612
## 95 18.6 75.68027 1.21 17.76447 44.38642
## 96 17.2 73.15522 0.58 23.73091 52.16581
## 97 18.0 68.63469 -0.08 16.29435 50.34483
## 98 17.6 72.63158 -0.08 21.50490 49.46237
## 99 17.1 74.71910 -2.71 15.28150 51.21019
## 100 17.0 72.25131 -0.08 23.76238 46.24183
## 101 18.8 69.04762 0.37 17.97255 47.90076
## 102 18.4 73.55072 0.80 18.43778 45.38056
## 103 18.6 75.28604 1.38 15.87072 50.25737
## 104 18.0 69.35167 0.18 15.50967 50.56332
## 105 17.6 75.25036 0.52 21.40822 47.25324
## 106 17.6 73.33333 -0.86 20.20877 33.91971
## 107 17.4 69.03553 0.53 19.04762 51.64690
## 108 18.0 76.88172 -0.02 17.64706 46.76354
## 109 17.5 69.96753 -0.76 17.26071 48.65816
## 110 17.3 75.74335 0.35 18.91364 53.26633
## 111 18.0 66.49030 0.01 16.63725 47.06977
## 112 17.8 69.15493 0.53 22.10716 52.40432
## 113 17.3 74.55013 0.07 23.25581 52.95975
## 114 18.0 70.17784 0.68 22.03608 51.56250
## 115 18.0 70.10955 1.36 17.92717 48.64421
## 116 17.6 72.10145 -0.38 16.18544 44.59930
## 117 16.4 70.50691 0.68 18.62825 51.20811
## 118 16.9 70.64394 -0.05 15.52873 53.73622
## 119 17.3 76.13843 0.48 19.60600 46.39076
## 120 17.8 67.82753 0.38 17.74403 52.95424
## 121 17.6 66.84119 -0.98 16.30481 43.60902
## 122 19.0 70.92820 -1.73 18.98734 33.50305
## 123 18.0 72.89562 -0.48 17.53036 52.30235
## 124 17.6 69.83871 1.50 16.64744 50.42537
## 125 17.7 75.04521 -0.13 20.00964 50.52213
## 126 18.6 72.58621 -0.21 19.50880 54.05405
## 127 17.3 77.68595 -1.03 18.58442 46.31043
## 128 17.8 71.34503 0.70 14.49505 48.63766
## 129 17.7 73.18519 -0.42 22.35294 46.93694
## 130 18.1 64.54034 -0.08 16.23407 47.86730
## 131 17.7 67.69231 0.08 20.16293 46.02768
## 132 18.1 75.75758 -0.56 15.62500 50.81466
## 133 17.2 78.95717 -0.06 18.11192 51.33787
## 134 17.2 75.31993 0.67 17.97557 43.82177
## 135 17.7 72.61905 -0.28 20.76596 51.80723
## 136 17.5 75.48845 -1.00 18.88050 45.59585
## 137 17.6 69.56522 1.28 18.70130 50.38654
## 138 16.9 72.02142 -0.46 21.23125 52.38908
## 139 17.5 74.72325 -0.85 16.98113 46.25323
## 140 18.2 66.49485 -0.51 18.02515 47.25655
## 141 17.4 72.23757 -1.06 23.16209 55.50111
## 142 18.1 68.18851 0.07 20.13043 50.55147
## 143 18.0 73.68421 -0.67 17.82566 46.13019
## 144 17.4 71.32768 -0.05 24.47891 50.76392
## 145 18.1 75.54439 0.03 20.30617 45.30075
## 146 18.4 74.95292 0.50 17.26681 50.19676
## 147 17.2 76.76951 1.07 18.20921 49.16773
## 148 17.6 77.18631 0.96 17.33561 51.95858
## 149 17.5 69.25247 0.61 21.21867 50.46563
## 150 16.8 71.61290 0.54 17.80273 51.24678
## 151 17.5 76.09329 0.32 23.48178 45.43389
## 152 17.4 72.53788 0.40 15.87236 49.36095
## 153 18.3 68.19013 -0.21 16.80180 50.29995
## 154 17.5 71.08067 0.92 19.02240 52.07101
## 155 18.2 72.16891 1.78 17.24771 52.19338
## 156 17.3 73.26440 0.01 19.93569 44.50843
## 157 17.9 74.58746 -1.66 19.32450 53.99568
## 158 17.7 71.74603 -0.82 21.19081 47.64107
## 159 17.7 62.21865 0.07 17.79310 48.21683
## 160 17.4 72.22222 -0.11 19.50000 43.56347
## 161 17.7 71.35036 0.21 17.66832 49.97864
## 162 17.8 76.41509 0.40 18.67220 51.21495
## 163 16.9 66.17480 -0.85 22.84483 48.48485
## 164 17.0 73.46221 -0.69 18.61915 56.63417
## 165 17.9 69.86301 0.87 17.64706 49.17870
## 166 17.4 75.14231 -0.48 16.63167 52.33727
## 167 17.9 75.74692 -0.15 18.90351 56.13565
## 168 17.4 72.06704 -0.37 18.49021 46.35108
## 169 17.6 65.51095 1.65 18.80566 51.78857
## 170 17.9 68.97081 -0.25 19.38687 52.44880
## 171 17.1 73.38217 0.30 24.93776 51.03907
## 172 18.3 69.37799 -0.86 12.93488 44.86412
## 173 17.6 68.60465 -0.87 19.11152 51.13901
## 174 17.8 72.12838 -0.57 19.86971 53.11355
## 175 17.4 72.90970 0.42 20.61466 47.22719
## 176 18.4 72.87879 -1.27 20.95861 49.58533
## 177 17.0 69.93355 -1.73 18.09196 47.56711
## 178 17.1 70.48780 -0.63 14.73738 48.04469
## 179 17.4 68.18182 0.20 16.10644 49.22933
## 180 17.9 76.93662 -2.36 15.75342 49.80600
## 181 17.7 75.66303 0.73 21.49823 45.20356
## 182 17.9 71.80385 -0.54 18.79010 50.48957
## 183 18.5 74.48747 -0.70 15.60859 52.40359
## 184 17.5 77.35471 -0.44 16.81917 51.20773
## 185 18.4 72.50000 -0.08 17.95666 56.38533
## 186 17.0 65.24272 0.22 16.46252 49.27007
## 187 17.9 69.81982 -0.72 13.92007 53.97412
## 188 19.0 72.30769 -1.66 15.18929 52.07547
## 189 18.1 68.32215 1.02 23.33792 49.54128
## 190 16.6 70.13699 -0.06 23.12556 51.44231
## 191 17.8 79.10156 -0.51 18.76738 47.70806
## 192 18.1 76.43443 0.19 16.25981 49.36000
## 193 17.4 75.27352 -1.00 18.51453 56.25000
## 194 17.9 67.82178 -0.57 18.36461 48.03419
## 195 17.8 74.53936 -0.08 20.82358 47.14218
## 196 18.1 71.78683 -0.34 20.13187 49.05822
## 197 17.6 75.74335 3.27 22.63798 46.73605
## 198 17.5 76.03834 -1.30 21.25000 46.44295
## 199 17.7 73.16637 -0.36 20.84608 45.91633
## 200 18.0 76.48953 -1.00 19.37984 52.14852
## 201 16.5 72.20339 0.14 19.28474 48.67535
## 202 16.9 75.32051 -0.64 19.83959 49.59083
## 203 17.3 69.09385 0.43 18.20119 50.74373
## 204 17.8 71.79487 -0.73 16.78967 52.91005
## 205 17.2 73.67647 0.46 21.23781 52.60439
## 206 17.2 63.51119 -0.19 17.73186 50.00000
## 207 18.0 66.32302 0.05 19.59391 43.90027
## 208 18.1 63.19444 -1.67 14.74082 51.59915
## 209 18.0 68.72587 -0.95 15.87160 52.75908
## 210 16.9 74.32188 0.34 21.08774 50.43657
## 211 18.4 72.87785 -0.04 16.37971 52.53501
## 212 18.4 79.02973 0.18 21.75786 52.36515
## 213 17.3 72.44624 -1.61 24.27928 50.54348
## 214 18.0 76.59574 -0.47 19.76351 49.41584
## 215 17.3 67.15976 -0.08 20.20472 47.46485
## 216 17.4 70.84871 -0.66 18.39962 50.21196
## 217 17.5 71.56398 1.42 18.55797 51.90549
## 218 17.9 67.86942 0.64 18.64967 48.06278
## 219 17.5 71.94719 -0.60 22.25625 51.31195
## 220 18.8 76.40000 -0.55 18.48089 56.05769
## 221 18.1 70.77626 -0.45 15.50775 42.89228
## 222 17.3 72.41935 0.11 19.79718 50.55854
## 223 18.0 70.02053 -1.05 14.38819 51.08153
## 224 17.4 74.38825 1.28 22.68657 52.30326
## 225 17.7 66.42121 0.96 18.46091 46.64457
## 226 18.2 65.30945 0.46 18.94190 50.09107
## 227 16.9 70.67961 0.12 17.14555 42.89800
## 228 16.8 72.25705 -0.52 19.60868 53.74204
## 229 18.4 69.96198 -0.46 18.76594 45.89372
## 230 18.8 72.87582 -0.60 19.44202 47.91844
## 231 17.6 68.08511 -0.43 17.20430 51.99241
## 232 17.6 77.68313 -1.29 17.47126 53.11916
## 233 18.7 67.19577 -0.27 17.41316 47.78919
## 234 17.2 65.54364 -1.29 20.91887 45.65757
## 235 17.0 76.93837 -0.94 19.70468 49.50980
## 236 18.0 75.88933 -0.48 17.74492 53.41900
## 237 17.7 77.07948 -1.26 19.02372 49.81516
## 238 17.8 80.78512 1.05 19.85780 40.69821
## 239 17.0 77.29469 -1.47 21.66065 44.63519
## 240 17.5 71.39562 -0.56 24.45674 50.21178
## 241 17.5 75.68741 -0.39 20.98716 52.69646
## 242 17.4 77.20307 -1.26 18.26836 54.73493
## 243 17.4 71.12861 -1.63 13.53646 54.00193
## 244 17.8 72.08835 -0.12 17.95000 50.54618
## 245 15.8 73.00275 0.18 22.34401 47.83838
## 246 18.4 65.41219 -2.52 18.03360 48.74884
## 247 17.6 74.40382 -0.77 23.56495 46.41350
## 248 17.4 68.34061 -0.29 15.51810 54.32340
## 249 17.5 66.15087 -0.50 16.31679 50.73355
## 250 18.0 65.09434 0.16 14.55696 46.79803
## 251 17.0 68.67257 -0.44 16.72414 46.46378
## 252 18.0 73.21429 -0.13 18.37741 46.59593
## 253 17.1 74.30250 0.69 21.89528 53.74946
## 254 16.7 68.37725 -0.09 21.60386 49.44715
## 255 17.9 70.49689 0.06 21.56770 48.80637
## 256 17.9 77.56233 -2.04 15.75689 55.00000
## 257 17.2 69.18688 1.28 21.44120 51.12316
## 258 17.9 75.16779 -0.27 24.94432 55.18966
## 259 17.4 67.89366 -1.36 13.67381 57.43191
## 260 18.3 73.12349 -0.35 13.22242 49.61307
## 261 17.5 70.47619 1.45 18.34408 43.27010
## 262 17.8 73.51248 -1.26 15.94505 46.59232
## 263 17.8 65.34483 -0.67 16.58643 42.88107
## 264 17.2 69.20684 -0.81 19.45780 51.61024
## 265 17.3 68.73065 0.63 18.71049 50.13905
## 266 16.2 70.08000 -0.29 19.14336 49.24949
## 267 17.5 74.17974 0.85 22.40414 47.04463
## 268 17.4 67.15928 -0.50 18.81325 53.67551
## 269 17.1 77.93852 2.08 20.03719 50.10267
## 270 17.8 72.37077 -1.83 17.79921 53.49439
## 271 18.3 70.75718 -0.85 13.69378 49.22441
## 272 17.8 73.14815 -1.93 20.49287 48.08511
## 273 17.3 71.29456 -1.09 17.47930 49.85113
## 274 17.0 70.26239 0.50 23.33011 52.39677
## 275 17.7 76.11684 -0.57 19.82103 49.93684
## 276 17.3 72.76786 0.03 16.91749 48.46077
## 277 17.4 63.03502 -0.06 17.89067 49.40813
## 278 17.9 69.90132 -0.40 18.30319 47.68836
## 279 18.0 68.81288 -2.18 17.61978 59.13209
## 280 17.2 71.96078 -0.04 17.97258 45.59733
## 281 17.6 74.31034 0.17 18.97007 46.67503
## 282 18.4 67.75510 -0.41 17.26469 52.99061
## 283 18.4 71.74960 -0.04 20.10796 52.26800
## 284 16.7 73.39130 0.06 20.00948 47.36842
## 285 17.6 72.98969 -1.36 17.43842 45.60893
## 286 15.8 72.89562 -1.27 24.78535 43.78989
## 287 16.9 69.00149 -0.75 20.44150 51.99496
## 288 17.3 76.69903 -1.07 22.85439 46.09272
## 289 18.2 69.17431 0.03 17.37327 49.79812
## 290 16.9 74.70489 -0.59 20.52827 49.00487
## 291 17.2 69.73684 -0.24 16.93291 49.11441
## 292 18.0 77.28155 -0.76 19.07044 48.05592
## 293 17.8 69.40789 -0.82 20.03799 41.89435
## 294 16.7 67.39130 0.72 18.15315 49.09929
## 295 16.2 72.87234 0.18 21.97861 58.91841
## 296 16.9 75.12521 1.85 20.04454 44.91228
## 297 17.6 73.61377 0.10 22.22864 47.68286
## 298 16.9 69.38111 -1.47 19.64945 50.25295
## 299 18.6 70.03745 -1.39 16.68898 55.77417
## 300 17.7 70.13652 0.67 19.53422 44.33839
## 301 17.3 70.18739 -1.55 19.48912 54.38523
## 302 16.8 66.30137 0.10 23.00380 60.32149
## 303 17.4 75.53571 1.38 21.40688 48.03878
## 304 17.6 70.77535 -1.39 16.76083 57.51575
## 305 17.9 66.92456 0.45 17.00246 47.54253
## 306 17.5 68.86228 -0.40 16.73133 53.07443
## 307 16.7 72.34783 1.27 21.22449 48.26236
## 308 16.7 74.03846 -0.37 18.88180 48.11363
## 309 18.1 71.47950 -1.62 18.96878 55.31152
## 310 17.0 63.46154 0.43 18.31483 52.10013
## 311 17.9 72.52475 -1.57 14.36275 49.00181
## 312 16.6 76.02131 -0.79 20.22684 51.85841
## 313 17.4 72.19251 -0.96 18.31750 49.87342
## 314 17.4 74.77954 -1.29 20.20010 48.83117
## 315 17.6 69.31818 -1.03 20.57336 42.80630
## 316 18.1 72.89377 -1.37 19.16225 50.40512
## 317 16.7 70.07576 -0.57 18.60231 49.81096
## 318 17.4 71.42857 0.76 20.55138 50.09058
## 319 17.7 71.65775 -1.60 13.02868 54.52080
## 320 18.0 72.89880 0.32 21.28192 49.53445
## 321 18.1 74.02062 -0.96 17.75470 49.23220
## 322 17.5 72.10216 -0.67 18.16832 53.12647
## 323 17.6 70.12012 -1.25 21.77156 55.29309
## 324 17.7 68.49015 -1.50 15.07707 50.38168
## 325 16.7 71.98516 -1.55 19.16049 46.41425
## 326 17.7 68.84735 -0.99 21.57150 49.68553
## 327 17.2 67.39865 0.00 21.60260 52.44444
## 328 17.3 75.92955 -1.11 20.99567 48.59287
## 329 16.1 69.36937 1.57 19.45427 49.69977
## 330 17.0 64.37500 -0.85 15.48872 51.78802
## 331 16.8 72.47557 -0.01 20.86263 50.84161
## 332 17.6 74.49168 -0.68 19.80344 50.02149
## 333 18.5 73.30508 0.10 16.73114 51.40351
## 334 17.3 78.46656 -1.87 22.19659 48.91914
## 335 17.3 68.67470 -0.92 18.94587 51.34228
## 336 17.5 73.86139 -0.76 19.13802 49.66698
## 337 17.6 73.34594 0.06 18.88078 42.42424
## 338 16.6 73.36343 0.62 17.92609 46.39412
## 339 16.5 69.85560 0.50 18.97989 52.85412
## 340 17.1 67.66917 -1.24 17.11027 49.59677
## 341 17.4 76.58080 -1.27 15.89694 42.57846
## 342 18.0 68.16327 0.20 18.18182 43.13910
## 343 17.6 80.68670 -1.73 20.41260 49.07914
## 344 16.9 70.84149 -1.51 19.17373 46.18149
## 345 18.7 71.11111 -0.68 19.25134 44.68864
## 346 17.2 72.02268 0.43 17.94630 40.81301
## 347 17.8 69.24883 -0.57 15.82618 52.53411
## 348 17.4 70.96189 0.99 19.70766 48.96014
## 349 16.5 66.93419 -0.89 19.80998 49.21753
## 350 17.0 69.00585 -1.38 17.41269 46.25793
## 351 17.2 73.76000 0.16 24.65241 45.16949
## 352 16.9 73.87387 0.93 19.56107 48.45277
## 353 17.2 72.99578 -1.13 18.05846 53.20108
## 354 17.7 70.97289 -0.26 20.62095 46.51925
## 355 16.9 65.29284 -0.13 15.45968 51.53215
## 356 17.3 62.34043 -1.63 17.88767 48.42421
## 357 16.8 69.05537 -1.72 19.49425 55.04515
## 358 17.1 66.72968 -0.47 20.65535 52.28332
## 359 17.6 75.89744 -0.90 14.74104 50.38982
## 360 17.1 66.66667 0.19 22.18905 45.74881
## 361 17.3 67.82609 -0.60 21.92243 49.95516
## 362 17.0 70.48193 -1.70 17.54123 49.48372
## 363 17.1 59.02527 0.16 16.16411 45.81320
## 364 16.4 66.89342 -0.77 19.39513 51.04778
model2 = lm(Seed ~ AdjEM + Net.Rating + AdjOE + Adjusted.Offensive.Efficiency +
Raw.Offensive.Efficiency + OE + eFGPct + FG2Pct + FG3Pct + ORPct +
FTRate + BlockPct + Experience + ARate + StlRate +
Avg.Possession.Length..Defense. + FTPct + EffectiveHeight +
OffFT + Def2PtFG, data = filter(df,Post.Season.Tournament == 'March Madness',Season != 2025))
plot(model2)
preds = predict(model2,filter(df,Season == 2025),interval='prediction')
preds2 = predict(model2,filter(df,Season == 2025),interval='confidence')
min_seed <- 1
max_seed <- 16
normalized_preds <- (preds - min(preds)) / (max(preds) - min(preds)) * (max_seed - min_seed) + min_seed
normalized_preds2 <- (preds2 - min(preds2)) / (max(preds2) - min(preds2)) * (max_seed - min_seed) + min_seed
predsdf = data.frame(Team = df[df$Season == 2025,]$Full.Team.Name, PredictedSeed = normalized_preds)
predsdf2 = data.frame(Team = df[df$Season == 2025,]$Full.Team.Name, PredictedSeed = normalized_preds2)
head(predsdf,4)
## Team PredictedSeed.fit PredictedSeed.lwr PredictedSeed.upr
## 1 Duke Blue Devils 2.508704 1.000000 4.017408
## 2 Auburn Tigers 2.651613 1.141675 4.161551
## 3 Houston Cougars 3.087878 1.553967 4.621789
## 4 Florida Gators 2.664517 1.163363 4.165671
head(predsdf2,4)
## Team PredictedSeed.fit PredictedSeed.lwr PredictedSeed.upr
## 1 Duke Blue Devils 1.316234 1.000000 1.632467
## 2 Auburn Tigers 1.485422 1.161040 1.809805
## 3 Houston Cougars 2.001913 1.546392 2.457434
## 4 Florida Gators 1.500700 1.239637 1.761762